From 8e384386bace3fb6d10cf5e648669d1ff2c3f486 Mon Sep 17 00:00:00 2001
From: Artyom Keydunov <artyom@cube.dev>
Date: Wed, 1 Apr 2026 07:52:43 -0700
Subject: [PATCH 1/2] docs: remove duplicate headings and descriptions across
 all pages (#10600)

Mintlify renders frontmatter title as h1 and description as subtitle,
so inline # headings and repeated first paragraphs caused double display.

- Remove duplicate # headings from 277 pages
- Remove duplicate first paragraphs from 67 pages
- Rewrite reference/data-modeling descriptions to read naturally

Made-with: Cursor
---
 docs-mintlify/admin/ai/agent-rules.mdx                    | 4 ----
 docs-mintlify/admin/ai/index.mdx                          | 8 +-------
 docs-mintlify/admin/ai/memory-isolation.mdx               | 4 ----
 docs-mintlify/admin/ai/spaces-agents-models.mdx           | 4 ----
 docs-mintlify/admin/ai/yaml-config.mdx                    | 2 --
 docs-mintlify/admin/api-keys.mdx                          | 4 ----
 docs-mintlify/admin/budgets.mdx                           | 2 --
 docs-mintlify/admin/connect-to-data/concurrency.mdx       | 5 -----
 .../admin/connect-to-data/data-sources/aws-athena.mdx     | 2 --
 .../admin/connect-to-data/data-sources/aws-redshift.mdx   | 2 --
 .../admin/connect-to-data/data-sources/clickhouse.mdx     | 2 --
 .../connect-to-data/data-sources/databricks-jdbc.mdx      | 2 --
 .../admin/connect-to-data/data-sources/druid.mdx          | 2 --
 .../admin/connect-to-data/data-sources/duckdb.mdx         | 2 --
 .../admin/connect-to-data/data-sources/elasticsearch.mdx  | 2 --
 .../admin/connect-to-data/data-sources/firebolt.mdx       | 2 --
 .../connect-to-data/data-sources/google-bigquery.mdx      | 2 --
 docs-mintlify/admin/connect-to-data/data-sources/hive.mdx | 2 --
 .../admin/connect-to-data/data-sources/ksqldb.mdx         | 2 --
 .../admin/connect-to-data/data-sources/materialize.mdx    | 2 --
 .../admin/connect-to-data/data-sources/mongodb.mdx        | 2 --
 .../admin/connect-to-data/data-sources/ms-fabric.mdx      | 2 --
 .../admin/connect-to-data/data-sources/ms-sql.mdx         | 2 --
 .../admin/connect-to-data/data-sources/mysql.mdx          | 2 --
 .../admin/connect-to-data/data-sources/oracle.mdx         | 2 --
 .../admin/connect-to-data/data-sources/pinot.mdx          | 2 --
 .../admin/connect-to-data/data-sources/postgres.mdx       | 2 --
 .../admin/connect-to-data/data-sources/presto.mdx         | 2 --
 .../admin/connect-to-data/data-sources/questdb.mdx        | 2 --
 .../admin/connect-to-data/data-sources/risingwave.mdx     | 2 --
 .../admin/connect-to-data/data-sources/singlestore.mdx    | 2 --
 .../admin/connect-to-data/data-sources/snowflake.mdx      | 2 --
 .../admin/connect-to-data/data-sources/sqlite.mdx         | 2 --
 .../admin/connect-to-data/data-sources/trino.mdx          | 2 --
 .../admin/connect-to-data/data-sources/vertica.mdx        | 2 --
 docs-mintlify/admin/connect-to-data/index.mdx             | 2 --
 .../admin/connect-to-data/multiple-data-sources.mdx       | 3 ---
 docs-mintlify/admin/connect-to-data/multitenancy.mdx      | 2 --
 .../connect-to-data/visualization-tools/appsmith.mdx      | 2 --
 .../admin/connect-to-data/visualization-tools/bubble.mdx  | 2 --
 .../connect-to-data/visualization-tools/budibase.mdx      | 6 ------
 .../connect-to-data/visualization-tools/deepnote.mdx      | 4 ----
 .../admin/connect-to-data/visualization-tools/excel.mdx   | 2 --
 .../connect-to-data/visualization-tools/google-sheets.mdx | 2 --
 .../connect-to-data/visualization-tools/hashboard.mdx     | 2 --
 .../admin/connect-to-data/visualization-tools/hex.mdx     | 4 ----
 .../connect-to-data/visualization-tools/hightouch.mdx     | 2 --
 .../admin/connect-to-data/visualization-tools/jupyter.mdx | 5 -----
 .../connect-to-data/visualization-tools/klipfolio.mdx     | 2 --
 .../connect-to-data/visualization-tools/langchain.mdx     | 2 --
 .../connect-to-data/visualization-tools/looker-studio.mdx | 2 --
 .../connect-to-data/visualization-tools/metabase.mdx      | 2 --
 .../connect-to-data/visualization-tools/observable.mdx    | 4 ----
 .../admin/connect-to-data/visualization-tools/powerbi.mdx | 2 --
 .../admin/connect-to-data/visualization-tools/push-ai.mdx | 2 --
 .../connect-to-data/visualization-tools/qlik-sense.mdx    | 2 --
 .../connect-to-data/visualization-tools/quicksight.mdx    | 2 --
 .../admin/connect-to-data/visualization-tools/retool.mdx  | 2 --
 .../connect-to-data/visualization-tools/rudderstack.mdx   | 2 --
 .../admin/connect-to-data/visualization-tools/sigma.mdx   | 2 --
 .../admin/connect-to-data/visualization-tools/steep.mdx   | 2 --
 .../connect-to-data/visualization-tools/streamlit.mdx     | 4 ----
 .../connect-to-data/visualization-tools/superset.mdx      | 2 --
 .../admin/connect-to-data/visualization-tools/tableau.mdx | 2 --
 .../connect-to-data/visualization-tools/thoughtspot.mdx   | 2 --
 .../connect-to-data/visualization-tools/unity-catalog.mdx | 2 --
 docs-mintlify/admin/deployment/auto-suspension.mdx        | 2 --
 docs-mintlify/admin/deployment/byoc/aws/deployment.mdx    | 2 --
 docs-mintlify/admin/deployment/byoc/aws/privatelink.mdx   | 2 --
 docs-mintlify/admin/deployment/byoc/azure.mdx             | 2 --
 docs-mintlify/admin/deployment/byoc/gcp/deployment.mdx    | 2 --
 docs-mintlify/admin/deployment/continuous-deployment.mdx  | 5 -----
 docs-mintlify/admin/deployment/core.mdx                   | 4 ----
 docs-mintlify/admin/deployment/custom-domains.mdx         | 2 --
 docs-mintlify/admin/deployment/deployment-types.mdx       | 4 ----
 docs-mintlify/admin/deployment/deployments.mdx            | 2 --
 docs-mintlify/admin/deployment/encryption-keys.mdx        | 5 -----
 docs-mintlify/admin/deployment/environments.mdx           | 2 --
 docs-mintlify/admin/deployment/infrastructure.mdx         | 4 ----
 docs-mintlify/admin/deployment/limits.mdx                 | 5 -----
 docs-mintlify/admin/deployment/monitoring/cloudwatch.mdx  | 2 --
 docs-mintlify/admin/deployment/monitoring/datadog.mdx     | 2 --
 .../admin/deployment/monitoring/grafana-cloud.mdx         | 2 --
 docs-mintlify/admin/deployment/monitoring/new-relic.mdx   | 2 --
 docs-mintlify/admin/deployment/monitoring/s3.mdx          | 2 --
 docs-mintlify/admin/deployment/providers/aws.mdx          | 2 --
 docs-mintlify/admin/deployment/providers/azure.mdx        | 2 --
 docs-mintlify/admin/deployment/providers/gcp.mdx          | 2 --
 docs-mintlify/admin/deployment/scalability.mdx            | 2 --
 docs-mintlify/admin/deployment/support.mdx                | 2 --
 docs-mintlify/admin/deployment/vpc/aws/private-link.mdx   | 2 --
 docs-mintlify/admin/deployment/vpc/aws/vpc-peering.mdx    | 2 --
 docs-mintlify/admin/deployment/vpc/azure/private-link.mdx | 2 --
 docs-mintlify/admin/deployment/vpc/azure/vpc-peering.mdx  | 2 --
 docs-mintlify/admin/deployment/vpc/gcp.mdx                | 4 ----
 docs-mintlify/admin/deployment/warm-up.mdx                | 2 --
 docs-mintlify/admin/distribution.mdx                      | 2 --
 docs-mintlify/admin/monitoring/audit-log.mdx              | 2 --
 docs-mintlify/admin/monitoring/chats-history.mdx          | 4 ----
 docs-mintlify/admin/monitoring/performance.mdx            | 2 --
 docs-mintlify/admin/monitoring/pre-aggregations.mdx       | 2 --
 docs-mintlify/admin/monitoring/query-history-export.mdx   | 2 --
 docs-mintlify/admin/monitoring/query-history.mdx          | 5 -----
 docs-mintlify/admin/pricing.mdx                           | 2 --
 docs-mintlify/admin/sso/google-workspace.mdx              | 2 --
 docs-mintlify/admin/sso/microsoft-entra-id/saml.mdx       | 2 --
 docs-mintlify/admin/sso/microsoft-entra-id/scim.mdx       | 2 --
 docs-mintlify/admin/sso/okta/saml.mdx                     | 2 --
 docs-mintlify/admin/sso/okta/scim.mdx                     | 6 ------
 .../admin/users-and-permissions/custom-roles.mdx          | 2 --
 .../admin/users-and-permissions/roles-and-permissions.mdx | 4 ----
 .../admin/users-and-permissions/user-attributes.mdx       | 4 ----
 docs-mintlify/admin/users-and-permissions/user-groups.mdx | 2 --
 docs-mintlify/admin/workspace/cli/reference.mdx           | 2 --
 docs-mintlify/admin/workspace/integrations.mdx            | 2 --
 docs-mintlify/admin/workspace/maintenance-window.mdx      | 2 --
 docs-mintlify/admin/workspace/preferences.mdx             | 5 -----
 docs-mintlify/admin/workspace/semantic-catalog.mdx        | 2 --
 docs-mintlify/cube-core/authentication/auth0.mdx          | 2 --
 docs-mintlify/cube-core/authentication/aws-cognito.mdx    | 2 --
 docs-mintlify/cube-core/authentication/context.mdx        | 2 --
 docs-mintlify/cube-core/authentication/jwt.mdx            | 2 --
 docs-mintlify/cube-core/configuration/concurrency.mdx     | 5 -----
 docs-mintlify/cube-core/configuration/config.mdx          | 5 -----
 .../cube-core/configuration/environment-variables.mdx     | 2 --
 .../cube-core/configuration/multiple-data-sources.mdx     | 3 ---
 docs-mintlify/cube-core/configuration/multitenancy.mdx    | 2 --
 docs-mintlify/cube-core/deployment.mdx                    | 4 ----
 .../cube-core/getting-started/add-a-pre-aggregation.mdx   | 2 --
 .../cube-core/getting-started/create-a-project.mdx        | 5 -----
 docs-mintlify/cube-core/getting-started/learn-more.mdx    | 5 -----
 docs-mintlify/cube-core/getting-started/query-data.mdx    | 2 --
 docs-mintlify/cube-core/index.mdx                         | 2 --
 .../import-bitbucket-repository-via-ssh.mdx               | 2 --
 .../migrate-from-core/import-git-repository-via-ssh.mdx   | 6 ------
 .../migrate-from-core/import-github-repository.mdx        | 5 -----
 .../import-gitlab-repository-via-ssh.mdx                  | 2 --
 .../cube-core/migrate-from-core/upload-with-cli.mdx       | 5 -----
 docs-mintlify/cube-core/running-in-production.mdx         | 4 ----
 docs-mintlify/docs.json                                   | 6 +++---
 .../docs/caching/getting-started-pre-aggregations.mdx     | 2 --
 docs-mintlify/docs/caching/lambda-pre-aggregations.mdx    | 2 --
 docs-mintlify/docs/caching/matching-pre-aggregations.mdx  | 5 -----
 .../docs/caching/refreshing-pre-aggregations.mdx          | 2 --
 docs-mintlify/docs/caching/running-in-production.mdx      | 4 ----
 docs-mintlify/docs/caching/using-pre-aggregations.mdx     | 2 --
 .../docs/data-modeling/access-control/context.mdx         | 2 --
 .../access-control/member-level-security.mdx              | 2 --
 .../data-modeling/access-control/row-level-security.mdx   | 2 --
 .../docs/data-modeling/concepts/calculated-members.mdx    | 2 --
 .../docs/data-modeling/concepts/calendar-cubes.mdx        | 2 --
 .../concepts/code-reusability-extending-cubes.mdx         | 2 --
 .../docs/data-modeling/concepts/data-blending.mdx         | 2 --
 .../data-modeling/concepts/multi-stage-calculations.mdx   | 2 --
 .../docs/data-modeling/concepts/polymorphic-cubes.mdx     | 2 --
 docs-mintlify/docs/data-modeling/concepts/syntax.mdx      | 2 --
 .../docs/data-modeling/concepts/working-with-joins.mdx    | 4 ----
 docs-mintlify/docs/data-modeling/data-access-policies.mdx | 2 --
 docs-mintlify/docs/data-modeling/data-model-ide.mdx       | 2 --
 docs-mintlify/docs/data-modeling/dev-mode.mdx             | 2 --
 .../dynamic/code-reusability-export-and-import.mdx        | 2 --
 docs-mintlify/docs/data-modeling/dynamic/javascript.mdx   | 2 --
 docs-mintlify/docs/data-modeling/dynamic/jinja.mdx        | 2 --
 .../dynamic/schema-execution-environment.mdx              | 2 --
 docs-mintlify/docs/data-modeling/overview.mdx             | 2 --
 docs-mintlify/docs/data-modeling/sql-runner.mdx           | 2 --
 docs-mintlify/docs/data-modeling/visual-modeler.mdx       | 2 --
 docs-mintlify/docs/explore-analyze/analytics-chat.mdx     | 2 --
 docs-mintlify/docs/explore-analyze/dashboards.mdx         | 2 --
 docs-mintlify/docs/explore-analyze/explore.mdx            | 2 --
 docs-mintlify/docs/explore-analyze/notifications.mdx      | 2 --
 docs-mintlify/docs/explore-analyze/playground.mdx         | 2 --
 .../docs/explore-analyze/scheduled-refreshes.mdx          | 2 --
 docs-mintlify/docs/explore-analyze/workbooks/charts.mdx   | 2 --
 .../docs/explore-analyze/workbooks/querying-data.mdx      | 4 ----
 .../docs/explore-analyze/workbooks/source-sql-tabs.mdx    | 2 --
 .../docs/getting-started/cloud/connect-to-snowflake.mdx   | 2 --
 .../docs/getting-started/cloud/create-data-model.mdx      | 2 --
 docs-mintlify/docs/getting-started/cloud/load-data.mdx    | 5 -----
 .../docs/getting-started/cloud/query-from-bi.mdx          | 2 --
 .../docs/getting-started/cloud/query-from-react-app.mdx   | 2 --
 docs-mintlify/docs/getting-started/connect-your-data.mdx  | 2 --
 .../getting-started/create-workbooks-and-dashboards.mdx   | 4 ----
 .../getting-started/databricks/connect-to-databricks.mdx  | 2 --
 .../docs/getting-started/databricks/create-data-model.mdx | 2 --
 .../docs/getting-started/databricks/load-data.mdx         | 5 -----
 .../docs/getting-started/databricks/query-from-bi.mdx     | 2 --
 .../getting-started/databricks/query-from-react-app.mdx   | 2 --
 docs-mintlify/docs/getting-started/develop-in-ide.mdx     | 2 --
 docs-mintlify/docs/getting-started/embed-analytics.mdx    | 2 --
 .../import-bitbucket-repository-via-ssh.mdx               | 2 --
 .../migrate-from-core/import-git-repository-via-ssh.mdx   | 6 ------
 .../migrate-from-core/import-github-repository.mdx        | 5 -----
 .../import-gitlab-repository-via-ssh.mdx                  | 2 --
 .../getting-started/migrate-from-core/upload-with-cli.mdx | 5 -----
 docs-mintlify/docs/getting-started/use-analytics-chat.mdx | 4 ----
 docs-mintlify/docs/integrations/google-sheets.mdx         | 5 -----
 docs-mintlify/docs/integrations/microsoft-excel.mdx       | 4 ----
 docs-mintlify/docs/integrations/power-bi/index.mdx        | 2 --
 docs-mintlify/docs/integrations/power-bi/kerberos.mdx     | 2 --
 docs-mintlify/docs/integrations/power-bi/ntlm.mdx         | 2 --
 .../docs/integrations/semantic-layer-sync/metabase.mdx    | 2 --
 .../docs/integrations/semantic-layer-sync/preset.mdx      | 2 --
 .../docs/integrations/semantic-layer-sync/superset.mdx    | 2 --
 .../docs/integrations/semantic-layer-sync/tableau.mdx     | 2 --
 .../docs/integrations/snowflake-semantic-views.mdx        | 2 --
 docs-mintlify/docs/introduction.mdx                       | 2 --
 docs-mintlify/embedding/authentication/auth0.mdx          | 2 --
 docs-mintlify/embedding/authentication/aws-cognito.mdx    | 2 --
 docs-mintlify/embedding/authentication/jwt.mdx            | 2 --
 docs-mintlify/embedding/creator-mode.mdx                  | 2 --
 docs-mintlify/embedding/index.mdx                         | 3 +--
 docs-mintlify/embedding/private-embedding.mdx             | 2 --
 docs-mintlify/embedding/react-embed-sdk.mdx               | 2 --
 docs-mintlify/embedding/signed-embedding.mdx              | 2 --
 docs-mintlify/embedding/vizard.mdx                        | 2 --
 docs-mintlify/recipes/ai/agent-to-agent.mdx               | 2 --
 .../configuration/custom-data-model-per-tenant.mdx        | 2 --
 .../configuration/data-store-cost-saving-guide.mdx        | 2 --
 .../recipes/configuration/environment-variables.mdx       | 2 --
 .../configuration/multiple-sources-same-schema.mdx        | 2 --
 .../using-ssl-connections-to-data-source.mdx              | 2 --
 .../recipes/core-data-api/{api => }/cast-numerics.mdx     | 2 --
 .../recipes/core-data-api/{api => }/drilldowns.mdx        | 2 --
 .../{api => }/getting-unique-values-for-a-field.mdx       | 2 --
 .../recipes/core-data-api/{api => }/pagination.mdx        | 2 --
 .../core-data-api/{api => }/real-time-data-fetch.mdx      | 2 --
 docs-mintlify/recipes/core-data-api/{api => }/sorting.mdx | 5 -----
 docs-mintlify/recipes/data-modeling/active-users.mdx      | 2 --
 docs-mintlify/recipes/data-modeling/cohort-retention.mdx  | 5 -----
 docs-mintlify/recipes/data-modeling/custom-calendar.mdx   | 2 --
 .../recipes/data-modeling/custom-granularity.mdx          | 5 -----
 docs-mintlify/recipes/data-modeling/dbt.mdx               | 2 --
 docs-mintlify/recipes/data-modeling/designing-metrics.mdx | 2 --
 .../recipes/data-modeling/dynamic-union-tables.mdx        | 2 --
 .../recipes/data-modeling/entity-attribute-value.mdx      | 2 --
 docs-mintlify/recipes/data-modeling/event-analytics.mdx   | 2 --
 .../recipes/data-modeling/filtered-aggregates.mdx         | 2 --
 docs-mintlify/recipes/data-modeling/funnels.mdx           | 2 --
 docs-mintlify/recipes/data-modeling/nested-aggregates.mdx | 2 --
 .../passing-dynamic-parameters-in-a-query.mdx             | 2 --
 docs-mintlify/recipes/data-modeling/percentiles.mdx       | 2 --
 .../recipes/data-modeling/period-over-period.mdx          | 2 --
 docs-mintlify/recipes/data-modeling/snapshots.mdx         | 2 --
 .../recipes/data-modeling/string-time-dimensions.mdx      | 5 -----
 docs-mintlify/recipes/data-modeling/style-guide.mdx       | 4 ----
 .../recipes/data-modeling/using-dynamic-measures.mdx      | 2 --
 docs-mintlify/recipes/data-modeling/xirr.mdx              | 2 --
 .../pre-aggregations/disabling-pre-aggregations.mdx       | 2 --
 ...entally-building-pre-aggregations-for-a-date-range.mdx | 2 --
 .../pre-aggregations/joining-multiple-data-sources.mdx    | 2 --
 docs-mintlify/recipes/pre-aggregations/non-additivity.mdx | 2 --
 .../pre-aggregations/refreshing-select-partitions.mdx     | 2 --
 .../using-originalsql-and-rollups-effectively.mdx         | 2 --
 docs-mintlify/reference/configuration/config.mdx          | 5 -----
 .../reference/configuration/environment-variables.mdx     | 2 --
 docs-mintlify/reference/control-plane-api.mdx             | 2 --
 .../reference/core-data-apis/dax-api/reference.mdx        | 4 ----
 .../reference/core-data-apis/graphql-api/reference.mdx    | 2 --
 docs-mintlify/reference/core-data-apis/mdx-api.mdx        | 2 --
 docs-mintlify/reference/core-data-apis/queries.mdx        | 2 --
 .../reference/core-data-apis/rest-api/query-format.mdx    | 2 --
 .../reference/core-data-apis/rest-api/reference.mdx       | 4 ----
 docs-mintlify/reference/core-data-apis/sql-api/joins.mdx  | 2 --
 .../reference/core-data-apis/sql-api/query-format.mdx     | 5 -----
 .../reference/core-data-apis/sql-api/reference.mdx        | 2 --
 .../reference/core-data-apis/sql-api/security.mdx         | 2 --
 .../reference/data-modeling/context-variables.mdx         | 7 +------
 docs-mintlify/reference/data-modeling/cube-package.mdx    | 4 +---
 docs-mintlify/reference/data-modeling/cube.mdx            | 6 +-----
 docs-mintlify/reference/data-modeling/cube_dbt.mdx        | 4 +---
 .../reference/data-modeling/data-access-policies.mdx      | 7 +------
 docs-mintlify/reference/data-modeling/dimensions.mdx      | 4 +---
 docs-mintlify/reference/data-modeling/hierarchies.mdx     | 4 +---
 docs-mintlify/reference/data-modeling/joins.mdx           | 4 +---
 docs-mintlify/reference/data-modeling/lkml2cube.mdx       | 4 +---
 docs-mintlify/reference/data-modeling/measures.mdx        | 4 +---
 .../reference/data-modeling/pre-aggregations.mdx          | 7 +------
 docs-mintlify/reference/data-modeling/segments.mdx        | 4 +---
 docs-mintlify/reference/data-modeling/view.mdx            | 4 +---
 docs-mintlify/reference/embed-apis/chat-api.mdx           | 4 ----
 docs-mintlify/reference/embed-apis/generate-session.mdx   | 2 --
 docs-mintlify/reference/javascript-sdk/angular.mdx        | 5 -----
 docs-mintlify/reference/javascript-sdk/react.mdx          | 5 -----
 .../javascript-sdk/reference/cubejs-client-core.mdx       | 4 ----
 .../javascript-sdk/reference/cubejs-client-ngx.mdx        | 5 -----
 .../javascript-sdk/reference/cubejs-client-react.mdx      | 4 ----
 .../javascript-sdk/reference/cubejs-client-vue.mdx        | 5 -----
 .../reference/cubejs-client-ws-transport.mdx              | 4 ----
 docs-mintlify/reference/javascript-sdk/vue.mdx            | 5 -----
 docs-mintlify/reference/mcp-server.mdx                    | 2 --
 docs-mintlify/reference/orchestration-api/airflow.mdx     | 2 --
 docs-mintlify/reference/orchestration-api/dagster.mdx     | 2 --
 docs-mintlify/reference/orchestration-api/prefect.mdx     | 2 --
 294 files changed, 18 insertions(+), 786 deletions(-)
 rename docs-mintlify/recipes/core-data-api/{api => }/cast-numerics.mdx (99%)
 rename docs-mintlify/recipes/core-data-api/{api => }/drilldowns.mdx (99%)
 rename docs-mintlify/recipes/core-data-api/{api => }/getting-unique-values-for-a-field.mdx (98%)
 rename docs-mintlify/recipes/core-data-api/{api => }/pagination.mdx (98%)
 rename docs-mintlify/recipes/core-data-api/{api => }/real-time-data-fetch.mdx (98%)
 rename docs-mintlify/recipes/core-data-api/{api => }/sorting.mdx (95%)

diff --git a/docs-mintlify/admin/ai/agent-rules.mdx b/docs-mintlify/admin/ai/agent-rules.mdx
index 424236fd9dee1..3f652fe06fe88 100644
--- a/docs-mintlify/admin/ai/agent-rules.mdx
+++ b/docs-mintlify/admin/ai/agent-rules.mdx
@@ -3,10 +3,6 @@ title: Agent Rules
 description: _Understanding Agent Rules configuration and behavior in Cube._
 ---
 
-# Agent Rules
-
-_Understanding Agent Rules configuration and behavior in Cube._
-
 Agent Rules in Cube provide a powerful way to customize and control how AI agents behave within specific spaces. Rules act as contextual instructions that guide agents' responses and analysis, ensuring consistent behavior aligned with your business logic and domain expertise.
 
 ## Rule Types
diff --git a/docs-mintlify/admin/ai/index.mdx b/docs-mintlify/admin/ai/index.mdx
index c50530598a7e8..edf89f5288d55 100644
--- a/docs-mintlify/admin/ai/index.mdx
+++ b/docs-mintlify/admin/ai/index.mdx
@@ -1,16 +1,10 @@
 ---
 description: Configure and manage AI-powered features in Cube Cloud, including spaces, agents, models, and memory isolation.
+title: Overview
 ---
 
- AI
-
 AI tools help you configure and manage AI-powered features in Cube Cloud.
 
-<Tip>
-
-AI tools are available in Cube Cloud.
-
-</Tip>
 
 ## AI tools
 
diff --git a/docs-mintlify/admin/ai/memory-isolation.mdx b/docs-mintlify/admin/ai/memory-isolation.mdx
index d905f09c5dadb..59b383a374f48 100644
--- a/docs-mintlify/admin/ai/memory-isolation.mdx
+++ b/docs-mintlify/admin/ai/memory-isolation.mdx
@@ -3,10 +3,6 @@ title: Agent Memories
 description: _Learn how Cube enforces memory isolation across tenants, spaces, and users._
 ---
 
-# Agent Memories
-
-_Learn how Cube enforces memory isolation across tenants, spaces, and users._
-
 Memory in Cube allows Agents to learn from and recall past interactions, user preferences, and contextual information. When users interact with Agents, relevant information is stored as memories that can be retrieved in future conversations, enabling more personalized and context-aware responses. Memories help Agents understand user preferences, remember previous decisions, and provide continuity across sessions.
 
 Memories are scoped and enforced at the Tenant/Space boundary. Cube applies both application-layer and (optionally) infrastructure-layer isolation so one customer's end users cannot see another customer's memories.
diff --git a/docs-mintlify/admin/ai/spaces-agents-models.mdx b/docs-mintlify/admin/ai/spaces-agents-models.mdx
index 171ed2a18ac04..237d82c7694c2 100644
--- a/docs-mintlify/admin/ai/spaces-agents-models.mdx
+++ b/docs-mintlify/admin/ai/spaces-agents-models.mdx
@@ -3,10 +3,6 @@ title: Spaces, agents, models
 description: _Understanding the core concepts of Spaces, Agents, and Models in Cube._
 ---
 
-# Spaces, agents, models
-
-_Understanding the core concepts of Spaces, Agents, and Models in Cube._
-
 Cube is an agentic analytics platform that combines AI agents with semantic data modeling to create intelligent, automated analytics experiences. This guide explains the three fundamental concepts that form the foundation of Cube: **Spaces**, **Agents**, and **Models**.
 
 ## Core Concepts
diff --git a/docs-mintlify/admin/ai/yaml-config.mdx b/docs-mintlify/admin/ai/yaml-config.mdx
index 57977b93f8353..d76e13d9310a7 100644
--- a/docs-mintlify/admin/ai/yaml-config.mdx
+++ b/docs-mintlify/admin/ai/yaml-config.mdx
@@ -3,8 +3,6 @@ title: YAML Agent Configuration
 description: This feature is available by request only. Please contact your Cube representative to enable YAML agent configuration for your deployment.
 ---
 
-# YAML Agent Configuration
-
 <Warning>
 
 This feature is available by request only. Please contact your Cube representative to enable YAML agent configuration for your deployment.
diff --git a/docs-mintlify/admin/api-keys.mdx b/docs-mintlify/admin/api-keys.mdx
index afb8c81d6c742..f7d86efb672f6 100644
--- a/docs-mintlify/admin/api-keys.mdx
+++ b/docs-mintlify/admin/api-keys.mdx
@@ -3,10 +3,6 @@ title: API keys
 description: Admins can manage API keys through Admin → API Keys.
 ---
 
-# API keys
-
-Admins can manage API keys through **Admin → API Keys**.
-
 Create and revoke API keys for your Cube organization.
 
 <video
diff --git a/docs-mintlify/admin/budgets.mdx b/docs-mintlify/admin/budgets.mdx
index e04872fd60ae7..af275143687e7 100644
--- a/docs-mintlify/admin/budgets.mdx
+++ b/docs-mintlify/admin/budgets.mdx
@@ -3,8 +3,6 @@ title: Budgets
 description: Learn how usage thresholds trigger budget notifications and where to manage them in Cube Cloud billing.
 ---
 
-# Budgets
-
 As an account administrator, you can define rules which trigger notifications
 when your account's usage exceeds a certain threshold. These rules are called
 "budgets".
diff --git a/docs-mintlify/admin/connect-to-data/concurrency.mdx b/docs-mintlify/admin/connect-to-data/concurrency.mdx
index c2fa18bf1bde0..c156e115e2027 100644
--- a/docs-mintlify/admin/connect-to-data/concurrency.mdx
+++ b/docs-mintlify/admin/connect-to-data/concurrency.mdx
@@ -3,11 +3,6 @@ title: Querying concurrency
 description: "All queries to [data APIs][ref-data-apis] are processed asynchronously via a _query queue_. It allows to optimize the load and increase querying performance."
 ---
 
-# Querying concurrency
-
-All queries to [data APIs][ref-data-apis] are processed asynchronously via a _query
-queue_. It allows to optimize the load and increase querying performance.
-
 ## Query queue
 
 The query queue allows to deduplicate queries to API instances and insulate upstream
diff --git a/docs-mintlify/admin/connect-to-data/data-sources/aws-athena.mdx b/docs-mintlify/admin/connect-to-data/data-sources/aws-athena.mdx
index ac97cc495517f..495e46c288162 100644
--- a/docs-mintlify/admin/connect-to-data/data-sources/aws-athena.mdx
+++ b/docs-mintlify/admin/connect-to-data/data-sources/aws-athena.mdx
@@ -3,8 +3,6 @@ title: Amazon Athena
 description: Give Cube IAM access to Athena, an S3 query-results path, region and catalog settings, plus optional assumed-role credentials.
 ---
 
-# Amazon Athena
-
 ## Prerequisites
 
 - [A set of IAM credentials][aws-docs-athena-access] which allow access to [AWS
diff --git a/docs-mintlify/admin/connect-to-data/data-sources/aws-redshift.mdx b/docs-mintlify/admin/connect-to-data/data-sources/aws-redshift.mdx
index 1b243fe7dce53..cbc836d063e25 100644
--- a/docs-mintlify/admin/connect-to-data/data-sources/aws-redshift.mdx
+++ b/docs-mintlify/admin/connect-to-data/data-sources/aws-redshift.mdx
@@ -3,8 +3,6 @@ title: AWS Redshift
 description: Authenticate Cube to Amazon Redshift with database passwords or IAM roles and ensure network reachability from your deployment.
 ---
 
-# AWS Redshift
-
 ## Prerequisites
 
 - The [hostname][aws-redshift-docs-connection-string] for the [AWS
diff --git a/docs-mintlify/admin/connect-to-data/data-sources/clickhouse.mdx b/docs-mintlify/admin/connect-to-data/data-sources/clickhouse.mdx
index 80745e3a0551c..69add69d20a35 100644
--- a/docs-mintlify/admin/connect-to-data/data-sources/clickhouse.mdx
+++ b/docs-mintlify/admin/connect-to-data/data-sources/clickhouse.mdx
@@ -3,8 +3,6 @@ title: ClickHouse
 description: Connect Cube to ClickHouse for low-latency analytics, including host credentials and driver-specific connection options.
 ---
 
-# ClickHouse
-
 [ClickHouse](https://clickhouse.com) is a fast and resource efficient
 [open-source database](https://github.com/ClickHouse/ClickHouse) for real-time
 applications and analytics.
diff --git a/docs-mintlify/admin/connect-to-data/data-sources/databricks-jdbc.mdx b/docs-mintlify/admin/connect-to-data/data-sources/databricks-jdbc.mdx
index c9415610ca2d9..1b19cf861db62 100644
--- a/docs-mintlify/admin/connect-to-data/data-sources/databricks-jdbc.mdx
+++ b/docs-mintlify/admin/connect-to-data/data-sources/databricks-jdbc.mdx
@@ -3,8 +3,6 @@ title: Databricks
 description: Databricks is a unified data intelligence platform.
 ---
 
-# Databricks
-
 [Databricks](https://www.databricks.com) is a unified data intelligence platform.
 
 ## Prerequisites
diff --git a/docs-mintlify/admin/connect-to-data/data-sources/druid.mdx b/docs-mintlify/admin/connect-to-data/data-sources/druid.mdx
index 54610243ef004..24a38471ed7aa 100644
--- a/docs-mintlify/admin/connect-to-data/data-sources/druid.mdx
+++ b/docs-mintlify/admin/connect-to-data/data-sources/druid.mdx
@@ -3,8 +3,6 @@ title: Druid
 description: The driver for Druid is community-supported and is not maintained by Cube or the database vendor.
 ---
 
-# Druid
-
 <Warning>
 
 The driver for Druid is community-supported and is not maintained by Cube or the database vendor.
diff --git a/docs-mintlify/admin/connect-to-data/data-sources/duckdb.mdx b/docs-mintlify/admin/connect-to-data/data-sources/duckdb.mdx
index 1d631936a1324..eb84f81c4c4ad 100644
--- a/docs-mintlify/admin/connect-to-data/data-sources/duckdb.mdx
+++ b/docs-mintlify/admin/connect-to-data/data-sources/duckdb.mdx
@@ -3,8 +3,6 @@ title: DuckDB
 description: Set up Cube with DuckDB for cloud object storage, local database files, or MotherDuck-backed hybrid query execution.
 ---
 
-# DuckDB
-
 [DuckDB][duckdb] is an in-process SQL OLAP database management system, and has
 support for querying data in CSV, JSON and Parquet formats from an AWS
 S3-compatible blob storage. This means you can [query data stored in AWS S3,
diff --git a/docs-mintlify/admin/connect-to-data/data-sources/elasticsearch.mdx b/docs-mintlify/admin/connect-to-data/data-sources/elasticsearch.mdx
index 6f4bc064f7470..ec4544d7707f0 100644
--- a/docs-mintlify/admin/connect-to-data/data-sources/elasticsearch.mdx
+++ b/docs-mintlify/admin/connect-to-data/data-sources/elasticsearch.mdx
@@ -3,8 +3,6 @@ title: Elasticsearch
 description: The driver for Elasticsearch is community-supported and is not maintained by Cube or the database vendor.
 ---
 
-# Elasticsearch
-
 <Warning>
 
 The driver for Elasticsearch is community-supported and is not maintained by Cube or the database vendor.
diff --git a/docs-mintlify/admin/connect-to-data/data-sources/firebolt.mdx b/docs-mintlify/admin/connect-to-data/data-sources/firebolt.mdx
index ec7ae7e3a9131..819f6d66026f5 100644
--- a/docs-mintlify/admin/connect-to-data/data-sources/firebolt.mdx
+++ b/docs-mintlify/admin/connect-to-data/data-sources/firebolt.mdx
@@ -3,8 +3,6 @@ title: Firebolt
 description: "The driver for Firebolt is supported by its vendor. Please report any issues to their [Help Center][firebolt-help]."
 ---
 
-# Firebolt
-
 <Warning>
 
 The driver for Firebolt is supported by its vendor. Please report any issues to
diff --git a/docs-mintlify/admin/connect-to-data/data-sources/google-bigquery.mdx b/docs-mintlify/admin/connect-to-data/data-sources/google-bigquery.mdx
index affc933061768..3239c80b30243 100644
--- a/docs-mintlify/admin/connect-to-data/data-sources/google-bigquery.mdx
+++ b/docs-mintlify/admin/connect-to-data/data-sources/google-bigquery.mdx
@@ -3,8 +3,6 @@ title: Google BigQuery
 description: Grant a Google Cloud service account the right BigQuery IAM roles, then point Cube at your project, region, and key material.
 ---
 
-# Google BigQuery
-
 ## Prerequisites
 
 <Info>
diff --git a/docs-mintlify/admin/connect-to-data/data-sources/hive.mdx b/docs-mintlify/admin/connect-to-data/data-sources/hive.mdx
index 5254af4ec5ba8..0c36c2ba341e0 100644
--- a/docs-mintlify/admin/connect-to-data/data-sources/hive.mdx
+++ b/docs-mintlify/admin/connect-to-data/data-sources/hive.mdx
@@ -3,8 +3,6 @@ title: Hive / SparkSQL
 description: The driver for Hive / SparkSQL is community-supported and is not maintained by Cube or the database vendor.
 ---
 
-# Hive / SparkSQL
-
 <Warning>
 
 The driver for Hive / SparkSQL is community-supported and is not maintained by Cube or the database vendor.
diff --git a/docs-mintlify/admin/connect-to-data/data-sources/ksqldb.mdx b/docs-mintlify/admin/connect-to-data/data-sources/ksqldb.mdx
index 6589c74d3a01d..61aeef2277144 100644
--- a/docs-mintlify/admin/connect-to-data/data-sources/ksqldb.mdx
+++ b/docs-mintlify/admin/connect-to-data/data-sources/ksqldb.mdx
@@ -3,8 +3,6 @@ title: ksqlDB
 description: ksqlDB is a purpose-built database for stream processing applications, ingesting data from Apache Kafka.
 ---
 
-# ksqlDB
-
 [ksqlDB](https://ksqldb.io) is a purpose-built database for stream processing
 applications, ingesting data from [Apache Kafka](https://kafka.apache.org).
 
diff --git a/docs-mintlify/admin/connect-to-data/data-sources/materialize.mdx b/docs-mintlify/admin/connect-to-data/data-sources/materialize.mdx
index d5b4c761a5781..611d44830ecac 100644
--- a/docs-mintlify/admin/connect-to-data/data-sources/materialize.mdx
+++ b/docs-mintlify/admin/connect-to-data/data-sources/materialize.mdx
@@ -3,8 +3,6 @@ title: Materialize
 description: "The driver for Materialize is supported by its vendor. Please report any issues to their [Slack][materialize-slack]."
 ---
 
-# Materialize
-
 <Warning>
 
 The driver for Materialize is supported by its vendor. Please report any issues
diff --git a/docs-mintlify/admin/connect-to-data/data-sources/mongodb.mdx b/docs-mintlify/admin/connect-to-data/data-sources/mongodb.mdx
index 5ce08892c1a45..bd1b8e07cf4fc 100644
--- a/docs-mintlify/admin/connect-to-data/data-sources/mongodb.mdx
+++ b/docs-mintlify/admin/connect-to-data/data-sources/mongodb.mdx
@@ -3,8 +3,6 @@ title: MongoDB
 description: Query MongoDB from Cube through the BI Connector’s SQL interface, including community-driver and Atlas deprecation caveats.
 ---
 
-# MongoDB
-
 [MongoDB](https://www.mongodb.com) is a popular document database. It can be
 accessed using SQL via the [MongoDB Connector for BI][link-bi-connector], also
 known as _BI Connector_.
diff --git a/docs-mintlify/admin/connect-to-data/data-sources/ms-fabric.mdx b/docs-mintlify/admin/connect-to-data/data-sources/ms-fabric.mdx
index 8fda8af8b5e8e..29faebef2fe88 100644
--- a/docs-mintlify/admin/connect-to-data/data-sources/ms-fabric.mdx
+++ b/docs-mintlify/admin/connect-to-data/data-sources/ms-fabric.mdx
@@ -3,8 +3,6 @@ title: Microsoft Fabric
 description: "[Microsoft Fabric][link-fabric] is an all-in-one analytics solution for enterprises. It offers a comprehensive suite of services, including a data warehouse."
 ---
 
-# Microsoft Fabric
-
 [Microsoft Fabric][link-fabric] is an all-in-one analytics solution for
 enterprises. It offers a comprehensive suite of services, including a
 data warehouse.
diff --git a/docs-mintlify/admin/connect-to-data/data-sources/ms-sql.mdx b/docs-mintlify/admin/connect-to-data/data-sources/ms-sql.mdx
index c5369be6972a8..7bf8fe67044be 100644
--- a/docs-mintlify/admin/connect-to-data/data-sources/ms-sql.mdx
+++ b/docs-mintlify/admin/connect-to-data/data-sources/ms-sql.mdx
@@ -3,8 +3,6 @@ title: Microsoft SQL Server
 description: Connect Cube to SQL Server with database host credentials, optional domain-scoped login, and SSL or pool tuning as needed.
 ---
 
-# Microsoft SQL Server
-
 ## Prerequisites
 
 - The hostname for the [Microsoft SQL Server][mssql] database server
diff --git a/docs-mintlify/admin/connect-to-data/data-sources/mysql.mdx b/docs-mintlify/admin/connect-to-data/data-sources/mysql.mdx
index 79db4859d134f..1692a86ed8d3e 100644
--- a/docs-mintlify/admin/connect-to-data/data-sources/mysql.mdx
+++ b/docs-mintlify/admin/connect-to-data/data-sources/mysql.mdx
@@ -3,8 +3,6 @@ title: MySQL
 description: Configure Cube’s MySQL client with TCP or Unix socket access, SSL, pooling limits, and optional timezone handling flags.
 ---
 
-# MySQL
-
 ## Prerequisites
 
 - The hostname for the [MySQL][mysql] database server
diff --git a/docs-mintlify/admin/connect-to-data/data-sources/oracle.mdx b/docs-mintlify/admin/connect-to-data/data-sources/oracle.mdx
index f9f8378963329..244b2999ce5a9 100644
--- a/docs-mintlify/admin/connect-to-data/data-sources/oracle.mdx
+++ b/docs-mintlify/admin/connect-to-data/data-sources/oracle.mdx
@@ -3,8 +3,6 @@ title: Oracle
 description: The driver for Oracle is community-supported and is not maintained by Cube or the database vendor.
 ---
 
-# Oracle
-
 <Warning>
 
 The driver for Oracle is community-supported and is not maintained by Cube or the database vendor.
diff --git a/docs-mintlify/admin/connect-to-data/data-sources/pinot.mdx b/docs-mintlify/admin/connect-to-data/data-sources/pinot.mdx
index adee4c7920cd3..6a03024ca07f3 100644
--- a/docs-mintlify/admin/connect-to-data/data-sources/pinot.mdx
+++ b/docs-mintlify/admin/connect-to-data/data-sources/pinot.mdx
@@ -3,8 +3,6 @@ title: Apache Pinot
 description: Broker-level connection details and required Pinot SQL features for wiring Cube to an Apache Pinot cluster via environment variables.
 ---
 
-# Apache Pinot
-
 [Apache Pinot][link-pinot] is a real-time distributed OLAP datastore purpose-built
 for low-latency, high-throughput analytics, and perfect for user-facing analytical
 workloads. [StarTree][link-startree] is a fully-managed platform for Pinot.
diff --git a/docs-mintlify/admin/connect-to-data/data-sources/postgres.mdx b/docs-mintlify/admin/connect-to-data/data-sources/postgres.mdx
index 5f433000bace4..79ac2ff8a5202 100644
--- a/docs-mintlify/admin/connect-to-data/data-sources/postgres.mdx
+++ b/docs-mintlify/admin/connect-to-data/data-sources/postgres.mdx
@@ -3,8 +3,6 @@ title: Postgres
 description: Supply PostgreSQL host, database name, credentials, and optional SSL or pool settings to connect Cube as a client.
 ---
 
-# Postgres
-
 ## Prerequisites
 
 - The hostname for the [Postgres][postgres] database server
diff --git a/docs-mintlify/admin/connect-to-data/data-sources/presto.mdx b/docs-mintlify/admin/connect-to-data/data-sources/presto.mdx
index e34f2fcfaeccd..3747ce51a7e1c 100644
--- a/docs-mintlify/admin/connect-to-data/data-sources/presto.mdx
+++ b/docs-mintlify/admin/connect-to-data/data-sources/presto.mdx
@@ -3,8 +3,6 @@ title: Presto
 description: Connect Cube to PrestoDB using hostname authentication together with catalog and schema selectors for your query engine layout.
 ---
 
-# Presto
-
 ## Prerequisites
 
 - The hostname for the [Presto][presto] database server
diff --git a/docs-mintlify/admin/connect-to-data/data-sources/questdb.mdx b/docs-mintlify/admin/connect-to-data/data-sources/questdb.mdx
index d6c2eed022441..4b931d1369b47 100644
--- a/docs-mintlify/admin/connect-to-data/data-sources/questdb.mdx
+++ b/docs-mintlify/admin/connect-to-data/data-sources/questdb.mdx
@@ -3,8 +3,6 @@ title: QuestDB
 description: "[QuestDB][questdb] is a high-performance [time-series database][time-series-database-glossary] which helps you overcome ingestion bottlenecks."
 ---
 
-# QuestDB
-
 [QuestDB][questdb] is a high-performance [time-series database][time-series-database-glossary] which helps you overcome ingestion bottlenecks.
 
 <Warning>
diff --git a/docs-mintlify/admin/connect-to-data/data-sources/risingwave.mdx b/docs-mintlify/admin/connect-to-data/data-sources/risingwave.mdx
index 423ca671c5142..d204e61681f84 100644
--- a/docs-mintlify/admin/connect-to-data/data-sources/risingwave.mdx
+++ b/docs-mintlify/admin/connect-to-data/data-sources/risingwave.mdx
@@ -3,8 +3,6 @@ title: RisingWave
 description: Point Cube at RisingWave using the Postgres-compatible driver and your cluster host, database, and credential settings.
 ---
 
-# RisingWave
-
 [RisingWave](https://risingwave.com) is a distributed streaming database that enables
 processing and management of real-time data with a Postgres-style SQL syntax. It is
 available as an [open-source edition](https://github.com/risingwavelabs/risingwave)
diff --git a/docs-mintlify/admin/connect-to-data/data-sources/singlestore.mdx b/docs-mintlify/admin/connect-to-data/data-sources/singlestore.mdx
index d45adc28afe10..4a0df17180b1c 100644
--- a/docs-mintlify/admin/connect-to-data/data-sources/singlestore.mdx
+++ b/docs-mintlify/admin/connect-to-data/data-sources/singlestore.mdx
@@ -3,8 +3,6 @@ title: SingleStore
 description: "[SingleStore][link-singlestore] is a distributed SQL database that offers high-throughput transactions (inserts and upserts) and low-latency analytics."
 ---
 
-# SingleStore
-
 [SingleStore][link-singlestore] is a distributed SQL database that offers
 high-throughput transactions (inserts and upserts) and low-latency analytics.
 
diff --git a/docs-mintlify/admin/connect-to-data/data-sources/snowflake.mdx b/docs-mintlify/admin/connect-to-data/data-sources/snowflake.mdx
index 2a54057340557..ab67b2f15d4b9 100644
--- a/docs-mintlify/admin/connect-to-data/data-sources/snowflake.mdx
+++ b/docs-mintlify/admin/connect-to-data/data-sources/snowflake.mdx
@@ -3,8 +3,6 @@ title: Snowflake
 description: "[Snowflake][snowflake] is a popular cloud-based data platform."
 ---
 
-# Snowflake
-
 [Snowflake][snowflake] is a popular cloud-based data platform.
 
 ## Prerequisites
diff --git a/docs-mintlify/admin/connect-to-data/data-sources/sqlite.mdx b/docs-mintlify/admin/connect-to-data/data-sources/sqlite.mdx
index 8a3f501d4de8d..e235ccad556b3 100644
--- a/docs-mintlify/admin/connect-to-data/data-sources/sqlite.mdx
+++ b/docs-mintlify/admin/connect-to-data/data-sources/sqlite.mdx
@@ -3,8 +3,6 @@ title: SQLite
 description: The driver for SQLite is community-supported and is not maintained by Cube or the database vendor.
 ---
 
-# SQLite
-
 <Warning>
 
 The driver for SQLite is community-supported and is not maintained by Cube or the database vendor.
diff --git a/docs-mintlify/admin/connect-to-data/data-sources/trino.mdx b/docs-mintlify/admin/connect-to-data/data-sources/trino.mdx
index 3ddc9878ddfe5..beb25513644c8 100644
--- a/docs-mintlify/admin/connect-to-data/data-sources/trino.mdx
+++ b/docs-mintlify/admin/connect-to-data/data-sources/trino.mdx
@@ -3,8 +3,6 @@ title: Trino
 description: Map Cube to Trino with host credentials plus catalog, schema, SSL, and optional bearer-token variables on the shared Presto driver.
 ---
 
-# Trino
-
 ## Prerequisites
 
 - The hostname for the [Trino][trino] database server
diff --git a/docs-mintlify/admin/connect-to-data/data-sources/vertica.mdx b/docs-mintlify/admin/connect-to-data/data-sources/vertica.mdx
index 1f708886c9ae8..04b2b52ab0a93 100644
--- a/docs-mintlify/admin/connect-to-data/data-sources/vertica.mdx
+++ b/docs-mintlify/admin/connect-to-data/data-sources/vertica.mdx
@@ -3,8 +3,6 @@ title: Vertica
 description: "[OpenText Analytics Database][opentext-adb] (Vertica) is a columnar database designed for big data analytics."
 ---
 
-# Vertica
-
 [OpenText Analytics Database][opentext-adb] (Vertica) is a columnar database
 designed for big data analytics.
 
diff --git a/docs-mintlify/admin/connect-to-data/index.mdx b/docs-mintlify/admin/connect-to-data/index.mdx
index 7973e9f3eb124..ef179918d84e6 100644
--- a/docs-mintlify/admin/connect-to-data/index.mdx
+++ b/docs-mintlify/admin/connect-to-data/index.mdx
@@ -5,8 +5,6 @@ description: Connect your data warehouse or database to Cube and configure conne
 mode: wide
 ---
 
-# Connect to data
-
 Connect your data warehouse, database, or query engine to Cube. Once connected,
 you can configure multiple data sources, tune concurrency, and set up
 multitenancy.
diff --git a/docs-mintlify/admin/connect-to-data/multiple-data-sources.mdx b/docs-mintlify/admin/connect-to-data/multiple-data-sources.mdx
index aed2cd6eb5de7..a49c5f8c1d274 100644
--- a/docs-mintlify/admin/connect-to-data/multiple-data-sources.mdx
+++ b/docs-mintlify/admin/connect-to-data/multiple-data-sources.mdx
@@ -3,9 +3,6 @@ title: Connecting to multiple data sources
 description: Cube supports connecting to multiple data sources, so that different cubes reference data from different databases.
 ---
 
-# Connecting to multiple data sources
-
-Cube supports connecting to multiple data sources, so that different
 [cubes](/reference/data-modeling/cube) reference data from different
 databases.
 
diff --git a/docs-mintlify/admin/connect-to-data/multitenancy.mdx b/docs-mintlify/admin/connect-to-data/multitenancy.mdx
index dc0311dcd8779..e05c219551635 100644
--- a/docs-mintlify/admin/connect-to-data/multitenancy.mdx
+++ b/docs-mintlify/admin/connect-to-data/multitenancy.mdx
@@ -3,8 +3,6 @@ title: Multitenancy
 description: Configure how Cube isolates tenants across databases, schemas, drivers, and caching using context-driven configuration hooks.
 ---
 
-# Multitenancy
-
 Cube supports multitenancy out of the box, both on database and data model
 levels. Multiple drivers are also supported, meaning that you can have one
 customer’s data in MongoDB and others in Postgres with one Cube instance.
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/appsmith.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/appsmith.mdx
index 21a809c2ab1cc..d12f03c6abdd5 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/appsmith.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/appsmith.mdx
@@ -3,8 +3,6 @@ title: Appsmith
 description: Appsmith is an open-source framework for building internal tools.
 ---
 
-# Appsmith
-
 [Appsmith](https://www.appsmith.com) is an open-source framework for building
 internal tools.
 
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/bubble.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/bubble.mdx
index 7d2131339a539..eea9be26767d3 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/bubble.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/bubble.mdx
@@ -3,8 +3,6 @@ title: Bubble
 description: Bubble is one of the oldest and most comprehensive low-code app-building platforms on the market.
 ---
 
-# Bubble
-
 [Bubble](https://bubble.io/) is one of the oldest and most comprehensive
 low-code app-building platforms on the market.
 
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/budibase.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/budibase.mdx
index 2c1020a303ebe..0b72f4dd23c3e 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/budibase.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/budibase.mdx
@@ -3,12 +3,6 @@ title: Budibase
 description: Budibase is a low-code app-building platform that helps developers create responsive web applications with access methods to databases, APIs, and much more.
 ---
 
-# Budibase
-
-Budibase is a low-code app-building platform that helps developers create
-responsive web applications with access methods to databases, APIs, and much
-more.
-
 Here's a short video guide on how to connect Budibase to Cube.
 
 <iframe
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/deepnote.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/deepnote.mdx
index af55bddb3d5f9..a7d1d815f07c1 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/deepnote.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/deepnote.mdx
@@ -3,10 +3,6 @@ title: Deepnote
 description: Deepnote is a data notebook that is built for collaboration and is Jupyter compatible.
 ---
 
-# Deepnote
-
-Deepnote is a data notebook that is built for collaboration and is Jupyter compatible.
-
 Here's a short video guide on how to connect Deepnote to Cube.
 
 <iframe
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/excel.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/excel.mdx
index 82dbaa24805fc..9320b5da46cb7 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/excel.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/excel.mdx
@@ -3,8 +3,6 @@ title: Microsoft Excel
 description: Microsoft Excel is a popular spreadsheet application.
 ---
 
-# Microsoft Excel
-
 [Microsoft Excel](https://www.microsoft.com/en-us/microsoft-365/excel) is a
 popular spreadsheet application.
 
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/google-sheets.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/google-sheets.mdx
index cb26989ed55d6..a892cac10c9c4 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/google-sheets.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/google-sheets.mdx
@@ -3,8 +3,6 @@ title: Google Sheets
 description: "[Google Sheets][link-google-sheets] is an online, collaborative spreadsheets application."
 ---
 
-# Google Sheets
-
 [Google Sheets][link-google-sheets] is an online, collaborative spreadsheets
 application.
 
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/hashboard.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/hashboard.mdx
index 64da4a1361779..9572e9961d9ec 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/hashboard.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/hashboard.mdx
@@ -3,8 +3,6 @@ title: Hashboard
 description: Hashboard is an interactive data exploration tool.
 ---
 
-# Hashboard
-
 [Hashboard](https://hashboard.com) is an interactive data exploration tool.
 
 <Frame>
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/hex.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/hex.mdx
index fe19febb41c67..400f8db2ee988 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/hex.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/hex.mdx
@@ -3,10 +3,6 @@ title: Hex
 description: Hex is a collaborative, AI-powered workspace.
 ---
 
-# Hex
-
-Hex is a collaborative, AI-powered workspace.
-
 Here's a short video guide on how to connect Hex to Cube.
 
 <iframe
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/hightouch.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/hightouch.mdx
index 08faf5b78b689..ba6c2a5aac2bb 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/hightouch.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/hightouch.mdx
@@ -3,8 +3,6 @@ title: Hightouch
 description: Hightouch is a composable customer data platform (CDP).
 ---
 
-# Hightouch
-
 [Hightouch](https://hightouch.com) is a composable customer data platform (CDP).
 
 ## Connect from Cube Cloud
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/jupyter.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/jupyter.mdx
index 314b5c98eb2ae..09f3231bba1cb 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/jupyter.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/jupyter.mdx
@@ -3,11 +3,6 @@ title: Jupyter
 description: Jupyter Notebook is a web application for creating and sharing computational documents.
 ---
 
-# Jupyter
-
-Jupyter Notebook is a web application for creating and sharing computational
-documents.
-
 Here's a short video guide on how to connect Jupyter to Cube.
 
 <iframe
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/klipfolio.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/klipfolio.mdx
index 927cbecdba3b5..7120e0b5832f9 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/klipfolio.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/klipfolio.mdx
@@ -3,8 +3,6 @@ title: Klipfolio PowerMetrics
 description: Klipfolio PowerMetrics is a complementary analytics solution that gives business users self-serve data access.
 ---
 
-# Klipfolio PowerMetrics
-
 [Klipfolio PowerMetrics](https://www.klipfolio.com/powermetrics) is a complementary
 analytics solution that gives business users self-serve data access.
 
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/langchain.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/langchain.mdx
index 19a36d04b4df7..eebf4d91bef03 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/langchain.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/langchain.mdx
@@ -3,8 +3,6 @@ title: LangChain
 description: "[LangChain][langchain] is a framework designed to simplify the creation of applications using large language models."
 ---
 
-# LangChain
-
 [LangChain][langchain] is a framework designed to simplify the creation of
 applications using large language models.
 
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/looker-studio.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/looker-studio.mdx
index 74e0e00aa79d6..f335deaaef250 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/looker-studio.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/looker-studio.mdx
@@ -3,8 +3,6 @@ title: Looker Studio
 description: Looker Studio is a business intelligence and data visualization tool from Google.
 ---
 
-# Looker Studio
-
 [Looker Studio](https://lookerstudio.google.com) is a business intelligence and
 data visualization tool from Google.
 
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/metabase.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/metabase.mdx
index 50606801edcb1..710915dd4e70b 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/metabase.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/metabase.mdx
@@ -3,8 +3,6 @@ title: Metabase
 description: Let Metabase query Cube through the SQL API by treating the semantic layer like a Postgres database in Cloud or Core.
 ---
 
-# Metabase
-
 [Metabase][metabase-oss] is an open-source way to help everyone in your company
 to ask questions and learn from data. There's also a fully-managed [cloud
 service][metabase] for Metabase.
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/observable.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/observable.mdx
index a93a7f8fea99c..f2765c464b4ab 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/observable.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/observable.mdx
@@ -3,10 +3,6 @@ title: Observable
 description: Observable is a collaborative data notebook.
 ---
 
-# Observable
-
-Observable is a collaborative data notebook.
-
 Here's a short video guide on how to connect Observable to Cube.
 
 <iframe
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/powerbi.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/powerbi.mdx
index 8bf028f2e2558..ebec2db8bf839 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/powerbi.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/powerbi.mdx
@@ -3,8 +3,6 @@ title: Microsoft Power BI
 description: "[Microsoft Power BI][link-powerbi] is a popular business intelligence tool."
 ---
 
-# Microsoft Power BI
-
 [Microsoft Power BI][link-powerbi] is a popular business intelligence tool.
 
 Cube Cloud works with both [Power BI Desktop and Power BI Service][link-powerbi-desktop-vs-service].
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/push-ai.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/push-ai.mdx
index 9193ac289d684..199f27f961f38 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/push-ai.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/push-ai.mdx
@@ -3,8 +3,6 @@ title: Push.ai
 description: Push.ai is a business observability tool that helps teams share metrics and other data insights in messaging tools, like Slack.
 ---
 
-# Push.ai
-
 [Push.ai](https://push.ai) is a business observability tool that helps teams
 share metrics and other data insights in messaging tools, like Slack.
 
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/qlik-sense.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/qlik-sense.mdx
index 308e88780a6df..37596b3646f2d 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/qlik-sense.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/qlik-sense.mdx
@@ -3,8 +3,6 @@ title: Qlik Sense
 description: Qlik Sense is a data visualization and business intelligence tool.
 ---
 
-# Qlik Sense
-
 [Qlik Sense](https://www.qlik.com/us/products/qlik-sense) is a data visualization
 and business intelligence tool.
 
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/quicksight.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/quicksight.mdx
index 547995299b918..d739aa7359317 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/quicksight.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/quicksight.mdx
@@ -3,8 +3,6 @@ title: Amazon QuickSight
 description: Amazon QuickSight is a cloud-based business intelligence service provided by Amazon Web Services.
 ---
 
-# Amazon QuickSight
-
 [Amazon QuickSight](https://aws.amazon.com/quicksight/) is a cloud-based business
 intelligence service provided by Amazon Web Services.
 
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/retool.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/retool.mdx
index 4dfe0f4b92175..3096c8b36414d 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/retool.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/retool.mdx
@@ -3,8 +3,6 @@ title: Retool
 description: Retool is the fast way to build internal tools. It lets you visually design apps that interface with any database or API.
 ---
 
-# Retool
-
 [Retool](https://retool.com/) is the fast way to build internal tools. It lets
 you visually design apps that interface with any database or API.
 
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/rudderstack.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/rudderstack.mdx
index 0a2ff6ef65af7..7368802591534 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/rudderstack.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/rudderstack.mdx
@@ -3,8 +3,6 @@ title: RudderStack
 description: RudderStack is a warehouse-native customer data platform (CDP).
 ---
 
-# RudderStack
-
 [RudderStack](https://www.rudderstack.com) is a warehouse-native customer data
 platform (CDP).
 
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/sigma.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/sigma.mdx
index f936eef83eae4..f5dbeee6a9812 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/sigma.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/sigma.mdx
@@ -3,8 +3,6 @@ title: Sigma
 description: Sigma is a business intelligence and analytics platform with a spreadsheet-like interface.
 ---
 
-# Sigma
-
 [Sigma](https://www.sigmacomputing.com) is a business intelligence and analytics
 platform with a spreadsheet-like interface.
 
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/steep.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/steep.mdx
index c21395878aad8..f4952e34beb66 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/steep.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/steep.mdx
@@ -3,8 +3,6 @@ title: Steep
 description: Pair Steep with Cube using Cloud integration steps or Core’s REST endpoint and API secret inside Steep’s data source form.
 ---
 
-# Steep
-
 [Steep](https://steep.app) is a modern analytics platform powered by and
 specifically built for semantic layers. It features modern, user-friendly
 UI as well as web, desktop, and mobile applications.
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/streamlit.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/streamlit.mdx
index f7c6eccc25516..dd6a5accac85a 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/streamlit.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/streamlit.mdx
@@ -3,10 +3,6 @@ title: Streamlit
 description: Streamlit turns data scripts into shareable web apps in minutes.
 ---
 
-# Streamlit
-
-Streamlit turns data scripts into shareable web apps in minutes.
-
 Here's a short video guide on how to connect Streamlit to Cube.
 
 <iframe
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/superset.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/superset.mdx
index 2920dd93d10fe..c53e6ebf3feed 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/superset.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/superset.mdx
@@ -3,8 +3,6 @@ title: Apache Superset / Preset
 description: "[Apache Superset][superset] is a popular open-source data exploration and visualization platform. [Preset][preset] is a fully-managed service for Superset."
 ---
 
-# Apache Superset / Preset
-
 [Apache Superset][superset] is a popular open-source data exploration and
 visualization platform. [Preset][preset] is a fully-managed service for
 Superset.
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/tableau.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/tableau.mdx
index 102d3295bd7e4..a112ec56dcd97 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/tableau.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/tableau.mdx
@@ -3,8 +3,6 @@ title: Tableau
 description: Tableau is a popular visual analytics platform.
 ---
 
-# Tableau
-
 [Tableau](https://www.tableau.com) is a popular visual analytics platform.
 
 ## Connect from Cube Cloud
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/thoughtspot.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/thoughtspot.mdx
index fbef29d8e23a7..2c91114258a09 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/thoughtspot.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/thoughtspot.mdx
@@ -3,8 +3,6 @@ title: ThoughtSpot
 description: "[ThoughtSpot][thoughtspot] is an analytics platform that allows users to search and analyze data using a search interface."
 ---
 
-# ThoughtSpot
-
 [ThoughtSpot][thoughtspot] is an analytics platform that allows users to search and
 analyze data using a search interface.
 
diff --git a/docs-mintlify/admin/connect-to-data/visualization-tools/unity-catalog.mdx b/docs-mintlify/admin/connect-to-data/visualization-tools/unity-catalog.mdx
index aeba07653ab08..71943bd96fdf9 100644
--- a/docs-mintlify/admin/connect-to-data/visualization-tools/unity-catalog.mdx
+++ b/docs-mintlify/admin/connect-to-data/visualization-tools/unity-catalog.mdx
@@ -3,8 +3,6 @@ title: Databricks Unity Catalog
 description: Unity Catalog is a governance solution built into the Databricks Data Intelligence Platform.
 ---
 
-# Databricks Unity Catalog
-
 [Unity Catalog](https://www.databricks.com/product/unity-catalog) is a governance
 solution built into the Databricks Data Intelligence Platform.
 
diff --git a/docs-mintlify/admin/deployment/auto-suspension.mdx b/docs-mintlify/admin/deployment/auto-suspension.mdx
index 67b9112253f45..9ff902d6d49ae 100644
--- a/docs-mintlify/admin/deployment/auto-suspension.mdx
+++ b/docs-mintlify/admin/deployment/auto-suspension.mdx
@@ -3,8 +3,6 @@ title: Auto-suspension
 description: Available on Starter and above plans.
 ---
 
-# Auto-suspension
-
 <Info>
 
 Available on [Starter and above plans](https://cube.dev/pricing).
diff --git a/docs-mintlify/admin/deployment/byoc/aws/deployment.mdx b/docs-mintlify/admin/deployment/byoc/aws/deployment.mdx
index 8cd88b409fad4..8067229a533fe 100644
--- a/docs-mintlify/admin/deployment/byoc/aws/deployment.mdx
+++ b/docs-mintlify/admin/deployment/byoc/aws/deployment.mdx
@@ -3,8 +3,6 @@ title: Deploying Cube Cloud BYOC on AWS
 description: Prerequisites, IAM access, and provisioning steps for Cube Cloud BYOC on AWS with the Cube Cloud Operator.
 ---
 
-# Deploying Cube Cloud BYOC on AWS
-
 With Bring Your Own Cloud (BYOC) on AWS, all the components interacting with private data are deployed on
 the customer infrastructure on AWS and managed by the Cube Cloud Control Plane via the Cube Cloud Operator.
 This document provides step-by-step instructions for deploying Cube Cloud BYOC on AWS.
diff --git a/docs-mintlify/admin/deployment/byoc/aws/privatelink.mdx b/docs-mintlify/admin/deployment/byoc/aws/privatelink.mdx
index f4129d1107976..8380b77131b59 100644
--- a/docs-mintlify/admin/deployment/byoc/aws/privatelink.mdx
+++ b/docs-mintlify/admin/deployment/byoc/aws/privatelink.mdx
@@ -3,8 +3,6 @@ title: Private Connectivity with AWS PrivateLink
 description: Private HTTP and SQL API access for AWS BYOC via VPC PrivateLink services instead of public internet endpoints.
 ---
 
-# Private Connectivity with AWS PrivateLink
-
 Cube Cloud BYOC deployments on AWS support private connectivity for Cube API endpoints using AWS PrivateLink. This enables secure, private access to your Cube deployment without exposing endpoints to the public internet.
 
 <Info>
diff --git a/docs-mintlify/admin/deployment/byoc/azure.mdx b/docs-mintlify/admin/deployment/byoc/azure.mdx
index bfadcf719b5f3..0864fd7b16c0b 100644
--- a/docs-mintlify/admin/deployment/byoc/azure.mdx
+++ b/docs-mintlify/admin/deployment/byoc/azure.mdx
@@ -3,8 +3,6 @@ title: Deploying Cube Cloud BYOC on Azure
 description: Azure BYOC architecture, provisioner app access, and AKS-based onboarding for customer-hosted Cube infrastructure.
 ---
 
-# Deploying Cube Cloud BYOC on Azure
-
 With Bring Your Own Cloud (BYOC) on Azure, all the components interacting with private data are deployed on
 the customer infrastructure on Azure and managed by the Cube Cloud Control Plane via the Cube Cloud Operator.
 This document provides step-by-step instructions for deploying Cube Cloud BYOC on Azure.
diff --git a/docs-mintlify/admin/deployment/byoc/gcp/deployment.mdx b/docs-mintlify/admin/deployment/byoc/gcp/deployment.mdx
index 3ef9e0406c824..56024c96465d5 100644
--- a/docs-mintlify/admin/deployment/byoc/gcp/deployment.mdx
+++ b/docs-mintlify/admin/deployment/byoc/gcp/deployment.mdx
@@ -3,8 +3,6 @@ title: Deploying Cube Cloud BYOC on GCP
 description: Project setup, permissions, and provisioning flow for Cube Cloud BYOC inside a dedicated GCP project.
 ---
 
-# Deploying Cube Cloud BYOC on GCP
-
 With Bring Your Own Cloud (BYOC) on Google Cloud Platform (GCP), all the components interacting with private data are deployed on
 the customer infrastructure on GCP and managed by the Cube Cloud Control Plane via the Cube Cloud Operator.
 This document provides step-by-step instructions for deploying Cube Cloud BYOC on GCP.
diff --git a/docs-mintlify/admin/deployment/continuous-deployment.mdx b/docs-mintlify/admin/deployment/continuous-deployment.mdx
index f3fcc39993282..d424ef7ea645a 100644
--- a/docs-mintlify/admin/deployment/continuous-deployment.mdx
+++ b/docs-mintlify/admin/deployment/continuous-deployment.mdx
@@ -3,11 +3,6 @@ title: Continuous deployment
 description: This guide covers features and tools you can use to deploy your Cube project to Cube Cloud.
 ---
 
-# Continuous deployment
-
-This guide covers features and tools you can use to deploy your Cube project to
-Cube Cloud.
-
 ## Deploy with Git
 
 Continuous deployment works by connecting a Git repository to a Cube Cloud
diff --git a/docs-mintlify/admin/deployment/core.mdx b/docs-mintlify/admin/deployment/core.mdx
index 90a4708729385..89d2ac65aa70c 100644
--- a/docs-mintlify/admin/deployment/core.mdx
+++ b/docs-mintlify/admin/deployment/core.mdx
@@ -3,10 +3,6 @@ title: Deploying Cube Core with Docker
 description: This guide walks you through deploying Cube with Docker.
 ---
 
-# Deploying Cube Core with Docker
-
-This guide walks you through deploying Cube with Docker.
-
 <Warning>
 
 This is an example of a production-ready deployment, but real-world deployments
diff --git a/docs-mintlify/admin/deployment/custom-domains.mdx b/docs-mintlify/admin/deployment/custom-domains.mdx
index 509c8ef0c6150..c256d5e18e995 100644
--- a/docs-mintlify/admin/deployment/custom-domains.mdx
+++ b/docs-mintlify/admin/deployment/custom-domains.mdx
@@ -3,8 +3,6 @@ title: Custom domains
 description: Maps your own DNS hostname to Cube Cloud deployment APIs using the custom domain flow and required CNAME records.
 ---
 
-# Custom domains
-
 By default, Cube Cloud deployments and their API endpoints use auto-generated
 anonymized domain names, e.g., `emerald-llama.gcp-us-central1.cubecloudapp.dev`.
 You can also assign a custom domain to your deployment.
diff --git a/docs-mintlify/admin/deployment/deployment-types.mdx b/docs-mintlify/admin/deployment/deployment-types.mdx
index 81146d0a96a36..8b6ce943c12d6 100644
--- a/docs-mintlify/admin/deployment/deployment-types.mdx
+++ b/docs-mintlify/admin/deployment/deployment-types.mdx
@@ -3,10 +3,6 @@ title: Deployment types
 description: "Cube Cloud provides you with three deployment types:"
 ---
 
-# Deployment types
-
-Cube Cloud provides you with three deployment types:
-
 * [Development instance](#development-instance) — designed for development use
 cases.
 * [Production cluster](#production-cluster) — designed for production workloads
diff --git a/docs-mintlify/admin/deployment/deployments.mdx b/docs-mintlify/admin/deployment/deployments.mdx
index a3eb85036aea0..29fecab9e22cd 100644
--- a/docs-mintlify/admin/deployment/deployments.mdx
+++ b/docs-mintlify/admin/deployment/deployments.mdx
@@ -3,8 +3,6 @@ title: Deployments in Cube Cloud
 description: Introduces Cube Cloud deployments and how to browse, create, and operate the environments that run your semantic layer.
 ---
 
-# Deployments in Cube Cloud
-
 Deployments are top-level entities in Cube Cloud. They include the source
 code, configuration, allocated resources, API endpoints and essentially
 do all the heavy lifting, running workloads and fulfilling requests.
diff --git a/docs-mintlify/admin/deployment/encryption-keys.mdx b/docs-mintlify/admin/deployment/encryption-keys.mdx
index 6b167d8e52191..3e2609091ae5d 100644
--- a/docs-mintlify/admin/deployment/encryption-keys.mdx
+++ b/docs-mintlify/admin/deployment/encryption-keys.mdx
@@ -3,11 +3,6 @@ title: Encryption keys
 description: "The Encryption Keys page in Cube Cloud allows to manage [data-at-rest encryption in Cube Store][ref-cube-store-encryption]."
 ---
 
-# Encryption keys
-
-The **Encryption Keys** page in Cube Cloud allows to manage [data-at-rest
-encryption in Cube Store][ref-cube-store-encryption].
-
 <Info>
 
 Available on the [Enterprise Premier plan](https://cube.dev/pricing).
diff --git a/docs-mintlify/admin/deployment/environments.mdx b/docs-mintlify/admin/deployment/environments.mdx
index cd205991ddbdb..32fa7dd14cc97 100644
--- a/docs-mintlify/admin/deployment/environments.mdx
+++ b/docs-mintlify/admin/deployment/environments.mdx
@@ -3,8 +3,6 @@ title: Environments
 description: Outlines production, staging, and per-developer environments and how they differ inside one Cube Cloud deployment.
 ---
 
-# Environments
-
 Every Cube Cloud deployment provides a number of environments:
 - A single [production environment](#production-environment).
 - Multiple [staging environments](#staging-environments).
diff --git a/docs-mintlify/admin/deployment/infrastructure.mdx b/docs-mintlify/admin/deployment/infrastructure.mdx
index 55724494fa111..9b1f7d4ba06f0 100644
--- a/docs-mintlify/admin/deployment/infrastructure.mdx
+++ b/docs-mintlify/admin/deployment/infrastructure.mdx
@@ -3,10 +3,6 @@ title: Infrastructure Options
 description: "Cube Cloud provides four infrastructure options to host your Cube deployments:"
 ---
 
-# Infrastructure Options
-
-Cube Cloud provides four infrastructure options to host your Cube deployments:
-
 * [Shared infrastructure](#shared-infrastructure) - your
 deployments are sharing compute resources and network with other customers.
 Data in-motion and data at-rest are both on the Cube Cloud side.
diff --git a/docs-mintlify/admin/deployment/limits.mdx b/docs-mintlify/admin/deployment/limits.mdx
index e4c2e8cb85215..1dc9c863fe377 100644
--- a/docs-mintlify/admin/deployment/limits.mdx
+++ b/docs-mintlify/admin/deployment/limits.mdx
@@ -3,11 +3,6 @@ title: Limits and quotas in Cube Cloud
 description: Cube Cloud implements limits on resource usage on account and deployment levels to ensure the best experience for all Cube Cloud users.
 ---
 
-# Limits and quotas in Cube Cloud
-
-Cube Cloud implements limits on resource usage on account and deployment levels
-to ensure the best experience for all Cube Cloud users.
-
 <Info>
 
 Applies to [all plans](https://cube.dev/pricing).
diff --git a/docs-mintlify/admin/deployment/monitoring/cloudwatch.mdx b/docs-mintlify/admin/deployment/monitoring/cloudwatch.mdx
index 6bd87ae6ae0f2..6bc7369c91309 100644
--- a/docs-mintlify/admin/deployment/monitoring/cloudwatch.mdx
+++ b/docs-mintlify/admin/deployment/monitoring/cloudwatch.mdx
@@ -3,8 +3,6 @@ title: Integration with Amazon CloudWatch
 description: Export Cube Cloud deployment logs to Amazon CloudWatch using Vector and an aws_cloudwatch_logs sink configuration.
 ---
 
-# Integration with Amazon CloudWatch
-
 [Amazon CloudWatch](https://aws.amazon.com/cloudwatch/) is an application
 monitoring service that collects and visualizes logs, metrics, and event data.
 This guide demonstrates how to set up Cube Cloud to export logs to Amazon
diff --git a/docs-mintlify/admin/deployment/monitoring/datadog.mdx b/docs-mintlify/admin/deployment/monitoring/datadog.mdx
index ba1fcabc39789..cb2ce119147fa 100644
--- a/docs-mintlify/admin/deployment/monitoring/datadog.mdx
+++ b/docs-mintlify/admin/deployment/monitoring/datadog.mdx
@@ -3,8 +3,6 @@ title: Integration with Datadog
 description: "[Datadog][datadog] is a popular fully managed observability service. This guide demonstrates how to set up Cube Cloud to export logs and metrics to Datadog."
 ---
 
-# Integration with Datadog
-
 [Datadog][datadog] is a popular fully managed observability service. This guide
 demonstrates how to set up Cube Cloud to export logs and metrics to Datadog.
 
diff --git a/docs-mintlify/admin/deployment/monitoring/grafana-cloud.mdx b/docs-mintlify/admin/deployment/monitoring/grafana-cloud.mdx
index 436a1f947c434..793357dc75e15 100644
--- a/docs-mintlify/admin/deployment/monitoring/grafana-cloud.mdx
+++ b/docs-mintlify/admin/deployment/monitoring/grafana-cloud.mdx
@@ -3,8 +3,6 @@ title: Integration with Grafana Cloud
 description: "[Grafana Cloud][grafana] is a popular fully managed observability service. This guide demonstrates how to set up Cube Cloud to export logs to Grafana Cloud."
 ---
 
-# Integration with Grafana Cloud
-
 [Grafana Cloud][grafana] is a popular fully managed observability service. This
 guide demonstrates how to set up Cube Cloud to export logs to Grafana Cloud.
 
diff --git a/docs-mintlify/admin/deployment/monitoring/new-relic.mdx b/docs-mintlify/admin/deployment/monitoring/new-relic.mdx
index 063bfbdb0935f..8e8271003fbcd 100644
--- a/docs-mintlify/admin/deployment/monitoring/new-relic.mdx
+++ b/docs-mintlify/admin/deployment/monitoring/new-relic.mdx
@@ -3,8 +3,6 @@ title: Integration with New Relic
 description: Forward Cube Cloud logs and metrics to New Relic with Vector sinks targeting the logs and metrics APIs.
 ---
 
-# Integration with New Relic
-
 [New Relic](https://newrelic.com) is an all-in-one observability platform.
 This guide demonstrates how to set up Cube Cloud to export logs and metrics
 to New Relic.
diff --git a/docs-mintlify/admin/deployment/monitoring/s3.mdx b/docs-mintlify/admin/deployment/monitoring/s3.mdx
index eeff1a864825c..b4a373b2e217f 100644
--- a/docs-mintlify/admin/deployment/monitoring/s3.mdx
+++ b/docs-mintlify/admin/deployment/monitoring/s3.mdx
@@ -3,8 +3,6 @@ title: Integration with Amazon S3
 description: Amazon S3 is a popular object storage system. This guide demonstrates how to set up Cube Cloud to export logs to Amazon S3.
 ---
 
-# Integration with Amazon S3
-
 [Amazon S3](https://aws.amazon.com/s3/) is a popular object storage system.
 This guide demonstrates how to set up Cube Cloud to export logs to Amazon S3.
 
diff --git a/docs-mintlify/admin/deployment/providers/aws.mdx b/docs-mintlify/admin/deployment/providers/aws.mdx
index 23f1191d31d15..3a17d1f8ed225 100644
--- a/docs-mintlify/admin/deployment/providers/aws.mdx
+++ b/docs-mintlify/admin/deployment/providers/aws.mdx
@@ -3,8 +3,6 @@ title: Integrating with services on AWS
 description: Reference list of AWS data sources, BI tools, and storage patterns commonly used alongside Cube Cloud.
 ---
 
-# Integrating with services on AWS
-
 Cube Cloud works with numerious services available on
 [Amazon Web Services](https://aws.amazon.com) (AWS).
 This page provides a non-exhaustive lists of these services.
diff --git a/docs-mintlify/admin/deployment/providers/azure.mdx b/docs-mintlify/admin/deployment/providers/azure.mdx
index 1d2ec56e17248..4e789550cbd8e 100644
--- a/docs-mintlify/admin/deployment/providers/azure.mdx
+++ b/docs-mintlify/admin/deployment/providers/azure.mdx
@@ -3,8 +3,6 @@ title: Integrating with services on Azure
 description: Reference list of Azure databases, Microsoft analytics clients, and blob storage options integrated with Cube Cloud.
 ---
 
-# Integrating with services on Azure
-
 Cube Cloud works with numerious services available on
 [Microsoft Azure](https://azure.microsoft.com).
 This page provides a non-exhaustive lists of these services.
diff --git a/docs-mintlify/admin/deployment/providers/gcp.mdx b/docs-mintlify/admin/deployment/providers/gcp.mdx
index b2b3ec3967266..b2aed570bc034 100644
--- a/docs-mintlify/admin/deployment/providers/gcp.mdx
+++ b/docs-mintlify/admin/deployment/providers/gcp.mdx
@@ -3,8 +3,6 @@ title: Integrating with services on GCP
 description: Reference list of GCP data warehouses, managed SQL, Dataproc engines, and GCS workflows paired with Cube Cloud.
 ---
 
-# Integrating with services on GCP
-
 Cube Cloud works with numerious services available on
 [Google Cloud Platform](https://cloud.google.com) (GCP).
 This page provides a non-exhaustive lists of these services.
diff --git a/docs-mintlify/admin/deployment/scalability.mdx b/docs-mintlify/admin/deployment/scalability.mdx
index 116b81e9c246b..8b1909af0c8b4 100644
--- a/docs-mintlify/admin/deployment/scalability.mdx
+++ b/docs-mintlify/admin/deployment/scalability.mdx
@@ -3,8 +3,6 @@ title: Scalability
 description: Tune Cube Cloud throughput and pre-aggregation capacity by scaling API instances and Cube Store workers.
 ---
 
-# Scalability
-
 Cube Cloud also allows adding additional infrastructure to your deployment to
 increase scalability and performance beyond what is available with each
 Production Deployment.
diff --git a/docs-mintlify/admin/deployment/support.mdx b/docs-mintlify/admin/deployment/support.mdx
index 9d0c47323100f..7413855e46eea 100644
--- a/docs-mintlify/admin/deployment/support.mdx
+++ b/docs-mintlify/admin/deployment/support.mdx
@@ -3,8 +3,6 @@ title: Support in Cube Cloud
 description: Summarizes support channels, coverage hours, and ticket allowances across Cube Cloud product tiers.
 ---
 
-# Support in Cube Cloud
-
 Cube Cloud [product tiers][ref-cloud-pricing] include different levels of support
 in terms of speed and scope that you should review as you think about what is
 right for your business.
diff --git a/docs-mintlify/admin/deployment/vpc/aws/private-link.mdx b/docs-mintlify/admin/deployment/vpc/aws/private-link.mdx
index 01847fafbb35d..11a9b9edd70f9 100644
--- a/docs-mintlify/admin/deployment/vpc/aws/private-link.mdx
+++ b/docs-mintlify/admin/deployment/vpc/aws/private-link.mdx
@@ -3,8 +3,6 @@ title: Connecting to your VPC using AWS PrivateLink
 description: How to expose an AWS endpoint service and coordinate PrivateLink so Cube dedicated infrastructure reaches your VPC privately.
 ---
 
-# Connecting to your VPC using AWS PrivateLink
-
 [AWS PrivateLink][aws-docs-private-link] provides private connectivity between virtual private clouds (VPCs), supported services and resources, and your on-premises networks, without exposing your traffic to the public internet.
 To set up a PrivateLink connection between Cube Cloud Dedicated Infrastructure and your own VPC,
 you'll need to prepare an Endpoint Service,
diff --git a/docs-mintlify/admin/deployment/vpc/aws/vpc-peering.mdx b/docs-mintlify/admin/deployment/vpc/aws/vpc-peering.mdx
index b818630d1e9fb..834e3a936b32a 100644
--- a/docs-mintlify/admin/deployment/vpc/aws/vpc-peering.mdx
+++ b/docs-mintlify/admin/deployment/vpc/aws/vpc-peering.mdx
@@ -3,8 +3,6 @@ title: Setting up a VPC Peering connection on AWS
 description: End-to-end checklist for VPC peering Cube Cloud dedicated infrastructure with your AWS VPC for private data access.
 ---
 
-# Setting up a VPC Peering connection on AWS
-
 To set up AWS VPC Peering, you need to collect the necessary information and
 hand it over to your Cube Cloud representative. Next, you'll have to accept a
 VPC peering request sent by Cube Cloud. Finally, you'll need to configure
diff --git a/docs-mintlify/admin/deployment/vpc/azure/private-link.mdx b/docs-mintlify/admin/deployment/vpc/azure/private-link.mdx
index 10034d6cec781..6f46d50f5ac4d 100644
--- a/docs-mintlify/admin/deployment/vpc/azure/private-link.mdx
+++ b/docs-mintlify/admin/deployment/vpc/azure/private-link.mdx
@@ -3,8 +3,6 @@ title: Connecting to your VNet using Azure Private Link
 description: Configure Azure Private Link visibility and approvals so Cube dedicated infrastructure connects to services in your VNet.
 ---
 
-# Connecting to your VNet using Azure Private Link
-
 [Azure Private Link][azure-docs-private-link] enables you to access Azure PaaS services and Azure hosted customer-owned/partner services over a private endpoint in your virtual network.
 To set up a Private Link connection between Cube Cloud Dedicated Infrastructure and your own VNet,
 you'll need to prepare a Private Link Service,
diff --git a/docs-mintlify/admin/deployment/vpc/azure/vpc-peering.mdx b/docs-mintlify/admin/deployment/vpc/azure/vpc-peering.mdx
index accccbdb01469..3a18d16145752 100644
--- a/docs-mintlify/admin/deployment/vpc/azure/vpc-peering.mdx
+++ b/docs-mintlify/admin/deployment/vpc/azure/vpc-peering.mdx
@@ -3,8 +3,6 @@ title: Connecting with a VNet on Azure
 description: For cross-tenant peering in Azure, you are supposed to assign the peering role to the service principal of the peering party.
 ---
 
-# Connecting with a VNet on Azure
-
 ## Setup
 
 For cross-tenant peering in Azure, you are supposed to assign the peering role
diff --git a/docs-mintlify/admin/deployment/vpc/gcp.mdx b/docs-mintlify/admin/deployment/vpc/gcp.mdx
index 9cc944e2919e1..112ecff5da6d6 100644
--- a/docs-mintlify/admin/deployment/vpc/gcp.mdx
+++ b/docs-mintlify/admin/deployment/vpc/gcp.mdx
@@ -3,10 +3,6 @@ title: Connecting with a VPC on GCP
 description: Work with your Cube sales or customer success team to initiate this process.
 ---
 
-# Connecting with a VPC on GCP
-
-Work with your Cube sales or customer success team to initiate this process.
-
 - VPC Peering requires Cube to be hosted in [dedicated infrastructure][dedicated-infra]. 
 Let the Cube team know your Cube Cloud tenant name (e.g. example.cubecloud.dev) and what region 
 the dedicated infrastructure should be hosted in. 
diff --git a/docs-mintlify/admin/deployment/warm-up.mdx b/docs-mintlify/admin/deployment/warm-up.mdx
index f206d8e54f0de..656565f0e1e4a 100644
--- a/docs-mintlify/admin/deployment/warm-up.mdx
+++ b/docs-mintlify/admin/deployment/warm-up.mdx
@@ -3,8 +3,6 @@ title: Deployment warm-up
 description: Covers optional pre-launch warm-up for data model compilation and pre-aggregations on production cluster deployments.
 ---
 
-# Deployment warm-up
-
 Deployment warm-up improves querying performance by executing time-consuming
 tasks after a Cube Cloud deployment is spun up but before it's exposed to
 requests from users.
diff --git a/docs-mintlify/admin/distribution.mdx b/docs-mintlify/admin/distribution.mdx
index b66fb336cff5e..887bcdbd8793a 100644
--- a/docs-mintlify/admin/distribution.mdx
+++ b/docs-mintlify/admin/distribution.mdx
@@ -3,8 +3,6 @@ title: Distribution
 description: Compares Cube Core versus Cube Cloud packaging, release artifacts, versioning, and long-term support policy.
 ---
 
-# Distribution
-
 This page explains the difference between [Cube Core and Cube Cloud](#cube-core-and-cube-cloud),
 provides links to ready-to-use [artifacts](#artifacts), and explains the
 [versioning model](#versions) and the release cycle, including the [long-term
diff --git a/docs-mintlify/admin/monitoring/audit-log.mdx b/docs-mintlify/admin/monitoring/audit-log.mdx
index 8c07dd2c3a8b7..35e9b19f07380 100644
--- a/docs-mintlify/admin/monitoring/audit-log.mdx
+++ b/docs-mintlify/admin/monitoring/audit-log.mdx
@@ -3,8 +3,6 @@ title: Audit Log
 description: Learn how to turn on Audit Log in Cube Cloud, review security events across deployments, and download them for compliance reviews.
 ---
 
-# Audit Log
-
 Audit Log collects, stores, and displays security-related events within a Cube Cloud
 account, across all deployments. You can use it to maintain and review a historical
 record of activity for compliance purposes.
diff --git a/docs-mintlify/admin/monitoring/chats-history.mdx b/docs-mintlify/admin/monitoring/chats-history.mdx
index 5e9a790f9eec1..8d6f7c5f80dd0 100644
--- a/docs-mintlify/admin/monitoring/chats-history.mdx
+++ b/docs-mintlify/admin/monitoring/chats-history.mdx
@@ -3,10 +3,6 @@ title: Chats History
 description: Admins can access users chat history through Admin → Chats History.
 ---
 
-# Chats History
-
-Admins can access users chat history through **Admin → Chats History**.
-
 It's possible to search specific chats by the first message content or chat UUID.
 
 <video
diff --git a/docs-mintlify/admin/monitoring/performance.mdx b/docs-mintlify/admin/monitoring/performance.mdx
index 7c515f09dd4d6..96ef5ccacbb83 100644
--- a/docs-mintlify/admin/monitoring/performance.mdx
+++ b/docs-mintlify/admin/monitoring/performance.mdx
@@ -3,8 +3,6 @@ title: Performance Insights
 description: Use Performance Insights charts in Cube Cloud to interpret API load, queues, and resource behavior when tuning a deployment.
 ---
 
-# Performance Insights
-
 The&nbsp;**Performance** page in Cube Cloud displays charts that help
 analyze the performance of your deployment and fine-tune its configuration.
 It's recommended to review Performance Insights when the workload changes
diff --git a/docs-mintlify/admin/monitoring/pre-aggregations.mdx b/docs-mintlify/admin/monitoring/pre-aggregations.mdx
index 517340ef5b3a8..0c95dfe536c7d 100644
--- a/docs-mintlify/admin/monitoring/pre-aggregations.mdx
+++ b/docs-mintlify/admin/monitoring/pre-aggregations.mdx
@@ -3,8 +3,6 @@ title: Pre-Aggregations
 description: Monitor pre-aggregation builds, partitions, and refresh history from the Cube Cloud Pre-Aggregations console.
 ---
 
-# Pre-Aggregations
-
 The Pre-Aggregations page in Cube Cloud allows you to inspect all
 [pre-aggregations][ref-caching-gs-preaggs] in your deployment at a glance. You
 can see which pre-aggregations are accelerating queries, if they are [being
diff --git a/docs-mintlify/admin/monitoring/query-history-export.mdx b/docs-mintlify/admin/monitoring/query-history-export.mdx
index aa9173e918a42..8b61c645eba00 100644
--- a/docs-mintlify/admin/monitoring/query-history-export.mdx
+++ b/docs-mintlify/admin/monitoring/query-history-export.mdx
@@ -3,8 +3,6 @@ title: Analyzing data from Query History export
 description: Walk through exporting Query History to Amazon S3 with Vector and analyzing the files with DuckDB inside Cube.
 ---
 
-# Analyzing data from Query History export
-
 You can use [Query History export][ref-query-history-export] to bring [Query
 History][ref-query-history] data to an external monitoring solution for further
 analysis.
diff --git a/docs-mintlify/admin/monitoring/query-history.mdx b/docs-mintlify/admin/monitoring/query-history.mdx
index 2cccea1ff0003..ac25b9581b26e 100644
--- a/docs-mintlify/admin/monitoring/query-history.mdx
+++ b/docs-mintlify/admin/monitoring/query-history.mdx
@@ -3,11 +3,6 @@ title: Query History
 description: The Query History feature in Cube Cloud is a one-stop shop for all performance and diagnostic information about queries issued for a deployment.
 ---
 
-# Query History
-
-The Query History feature in Cube Cloud is a one-stop shop for all performance
-and diagnostic information about queries issued for a deployment.
-
 It provides a real-time and historic view of requests to [data APIs][ref-apis] of your
 Cube Cloud deployment, so you can check whether queries were accelerated with
 [pre-aggregations][ref-caching-gs-preaggs], how long they took to execute, and if they
diff --git a/docs-mintlify/admin/pricing.mdx b/docs-mintlify/admin/pricing.mdx
index 9631bc85b72c2..e6f406747d83d 100644
--- a/docs-mintlify/admin/pricing.mdx
+++ b/docs-mintlify/admin/pricing.mdx
@@ -3,8 +3,6 @@ title: Pricing in Cube Cloud
 description: Explains Cube Consumption Units, product tiers, and how Cube Cloud bills for infrastructure and features.
 ---
 
-# Pricing in Cube Cloud
-
 Cube Cloud pricing is based on resource consumption which we measure
 using [Cube Consumption Units](#cube-consumption-unit) in 5 minute intervals.
 Each [product tier](#product-tiers) has different features and functionality
diff --git a/docs-mintlify/admin/sso/google-workspace.mdx b/docs-mintlify/admin/sso/google-workspace.mdx
index d70ebd4f3b7b6..ee56fa04526f1 100644
--- a/docs-mintlify/admin/sso/google-workspace.mdx
+++ b/docs-mintlify/admin/sso/google-workspace.mdx
@@ -3,8 +3,6 @@ title: Google Workspace
 description: Walks Google Workspace super admins through SAML single sign-on between Google Admin and Cube Cloud.
 ---
 
-# Google Workspace
-
 Cube Cloud supports authenticating users through Google Workspace, which is
 useful when you want your users to access Cube Cloud using single sign on. This
 guide will walk you through the steps of configuring SAML authentication in Cube
diff --git a/docs-mintlify/admin/sso/microsoft-entra-id/saml.mdx b/docs-mintlify/admin/sso/microsoft-entra-id/saml.mdx
index 02d1bf9ea2aac..098372b572a19 100644
--- a/docs-mintlify/admin/sso/microsoft-entra-id/saml.mdx
+++ b/docs-mintlify/admin/sso/microsoft-entra-id/saml.mdx
@@ -4,8 +4,6 @@ sidebarTitle: SAML
 description: Step-by-step guide for configuring Microsoft Entra ID as a SAML identity provider for Cube sign-in.
 ---
 
-# SAML authentication with Microsoft Entra ID
-
 With SAML (Security Assertion Markup Language) enabled, you can authenticate
 users in Cube through Microsoft Entra ID (formerly Azure Active Directory),
 allowing your team to access Cube using single sign-on.
diff --git a/docs-mintlify/admin/sso/microsoft-entra-id/scim.mdx b/docs-mintlify/admin/sso/microsoft-entra-id/scim.mdx
index a8bb1d4b06d7f..4aea1c4058fa7 100644
--- a/docs-mintlify/admin/sso/microsoft-entra-id/scim.mdx
+++ b/docs-mintlify/admin/sso/microsoft-entra-id/scim.mdx
@@ -4,8 +4,6 @@ sidebarTitle: SCIM
 description: Automates user and group lifecycle in Cube by connecting SCIM provisioning to Microsoft Entra ID.
 ---
 
-# SCIM provisioning with Microsoft Entra ID
-
 With SCIM (System for Cross-domain Identity Management) enabled, you can
 automate user provisioning in Cube and keep user groups synchronized
 with Microsoft Entra ID (formerly Azure Active Directory).
diff --git a/docs-mintlify/admin/sso/okta/saml.mdx b/docs-mintlify/admin/sso/okta/saml.mdx
index 70051cdb6bd3f..f322fad517b91 100644
--- a/docs-mintlify/admin/sso/okta/saml.mdx
+++ b/docs-mintlify/admin/sso/okta/saml.mdx
@@ -4,8 +4,6 @@ sidebarTitle: SAML
 description: Connects Okta to Cube Cloud with SAML so members authenticate through your existing Okta application.
 ---
 
-# SAML authentication with Okta
-
 With SAML (Security Assertion Markup Language) enabled, you can authenticate
 users in Cube Cloud through Okta, allowing your team to access Cube Cloud
 using single sign-on.
diff --git a/docs-mintlify/admin/sso/okta/scim.mdx b/docs-mintlify/admin/sso/okta/scim.mdx
index 173261563c9ec..1434d092897c1 100644
--- a/docs-mintlify/admin/sso/okta/scim.mdx
+++ b/docs-mintlify/admin/sso/okta/scim.mdx
@@ -4,12 +4,6 @@ sidebarTitle: SCIM
 description: With SCIM (System for Cross-domain Identity Management) enabled, you can automate user provisioning in Cube Cloud and keep user groups synchronized with Okta.
 ---
 
-# SCIM provisioning with Okta
-
-With SCIM (System for Cross-domain Identity Management) enabled, you can
-automate user provisioning in Cube Cloud and keep user groups synchronized
-with Okta.
-
 <Info>
 
 Available on [Enterprise and above plans](https://cube.dev/pricing).
diff --git a/docs-mintlify/admin/users-and-permissions/custom-roles.mdx b/docs-mintlify/admin/users-and-permissions/custom-roles.mdx
index 89bff2f370bac..9b788ca5bc148 100644
--- a/docs-mintlify/admin/users-and-permissions/custom-roles.mdx
+++ b/docs-mintlify/admin/users-and-permissions/custom-roles.mdx
@@ -3,8 +3,6 @@ title: Custom roles
 description: Custom roles are available on the Enterprise plan.
 ---
 
-# Custom roles
-
 <Info>
 
 Custom roles are available on the [Enterprise plan](https://cube.dev/pricing).
diff --git a/docs-mintlify/admin/users-and-permissions/roles-and-permissions.mdx b/docs-mintlify/admin/users-and-permissions/roles-and-permissions.mdx
index 11186e3a43472..b3ac9ff2a2894 100644
--- a/docs-mintlify/admin/users-and-permissions/roles-and-permissions.mdx
+++ b/docs-mintlify/admin/users-and-permissions/roles-and-permissions.mdx
@@ -3,10 +3,6 @@ title: "Roles & Permissions"
 description: _Understanding user roles and permissions in Cube._
 ---
 
-# Roles & Permissions
-
-_Understanding user roles and permissions in Cube._
-
 Cube has four built-in default roles: Admin, Developer, Explorer, and Viewer. Each role has specific permissions and access levels designed to support different responsibilities within the platform.
 
 The Enterprise tier allows creation of custom roles with a customized set of permissions tailored to your organization's specific needs.
diff --git a/docs-mintlify/admin/users-and-permissions/user-attributes.mdx b/docs-mintlify/admin/users-and-permissions/user-attributes.mdx
index cab9c9303cadd..2599b9fd5ead5 100644
--- a/docs-mintlify/admin/users-and-permissions/user-attributes.mdx
+++ b/docs-mintlify/admin/users-and-permissions/user-attributes.mdx
@@ -3,10 +3,6 @@ title: User Attributes
 description: _Secure data access with user attributes for filtering based on individual permissions._
 ---
 
-# User Attributes
-
-_Secure data access with user attributes for filtering based on individual permissions._
-
 User attributes allow you to implement row-level security by filtering data based on user-specific values. This documentation explains how to set up and use user attributes for access control.
 
 ## Creating User Attributes
diff --git a/docs-mintlify/admin/users-and-permissions/user-groups.mdx b/docs-mintlify/admin/users-and-permissions/user-groups.mdx
index d2a12df25e99f..821a8f8f6205b 100644
--- a/docs-mintlify/admin/users-and-permissions/user-groups.mdx
+++ b/docs-mintlify/admin/users-and-permissions/user-groups.mdx
@@ -3,8 +3,6 @@ title: User groups
 description: Organize Cube Cloud users into groups and tie those groups to data access policies instead of managing every account in isolation.
 ---
 
-# User groups
-
 User groups allow you to organize users and manage access collectively. 
 Instead of assigning [user attributes][ref-user-attributes] to individual users, you can add users to groups for easier management at scale. 
 [Access policies][ref-dap] can be configured based on groups to control [row-level security][ref-rls].
diff --git a/docs-mintlify/admin/workspace/cli/reference.mdx b/docs-mintlify/admin/workspace/cli/reference.mdx
index 7901132bf211f..cdc64d75de8bd 100644
--- a/docs-mintlify/admin/workspace/cli/reference.mdx
+++ b/docs-mintlify/admin/workspace/cli/reference.mdx
@@ -3,8 +3,6 @@ title: CLI command reference
 description: Command-by-command reference for `cubejs-cli` covering app scaffolding, model generation, validation, JWT creation, and Cloud deploy.
 ---
 
-# CLI command reference
-
 With this CLI utility, you can [create](#create) a barebones Cube app,
 [generate](#generate) a data model, [validate](#validate) it, or
 [generate](#token) a JSON web token.
diff --git a/docs-mintlify/admin/workspace/integrations.mdx b/docs-mintlify/admin/workspace/integrations.mdx
index 3fc8dd73f1fa1..d9940359d75ae 100644
--- a/docs-mintlify/admin/workspace/integrations.mdx
+++ b/docs-mintlify/admin/workspace/integrations.mdx
@@ -3,8 +3,6 @@ title: Integrations
 description: See how the Integrations area maps BI tools and spreadsheets to Semantic Layer Sync, APIs, and credential management in Cube Cloud.
 ---
 
-# Integrations
-
 Cube Cloud provides rich connectivity options for BIs, spreadsheets, and other
 [visualization tools][ref-viz-tools], powered by [Semantic Layer Sync][ref-sls]
 and [supported APIs][ref-apis]. Integrations suggest best connectivity options
diff --git a/docs-mintlify/admin/workspace/maintenance-window.mdx b/docs-mintlify/admin/workspace/maintenance-window.mdx
index cdc1640f82117..38c7870e02938 100644
--- a/docs-mintlify/admin/workspace/maintenance-window.mdx
+++ b/docs-mintlify/admin/workspace/maintenance-window.mdx
@@ -3,8 +3,6 @@ title: Maintenance window
 description: Schedule when Cube Cloud applies eligible platform snapshots so upgrades land outside your peak traffic windows.
 ---
 
-# Maintenance window
-
 Cube Cloud can apply platform updates to your infrastructure during a
 scheduled weekly time slot instead of immediately as they are released.
 This gives you control over **when** updates happen, reducing the risk
diff --git a/docs-mintlify/admin/workspace/preferences.mdx b/docs-mintlify/admin/workspace/preferences.mdx
index d37b094b9a3c2..38accaa5f2717 100644
--- a/docs-mintlify/admin/workspace/preferences.mdx
+++ b/docs-mintlify/admin/workspace/preferences.mdx
@@ -3,11 +3,6 @@ title: Preferences
 description: As a Cube Cloud user, you can adjust certain features of the workspace to your liking.
 ---
 
-# Preferences
-
-As a Cube Cloud user, you can adjust certain features of the workspace to your
-liking.
-
 <Info>
 
 Available on [all plans](https://cube.dev/pricing).
diff --git a/docs-mintlify/admin/workspace/semantic-catalog.mdx b/docs-mintlify/admin/workspace/semantic-catalog.mdx
index 2710753ab1b6c..a6089e946569c 100644
--- a/docs-mintlify/admin/workspace/semantic-catalog.mdx
+++ b/docs-mintlify/admin/workspace/semantic-catalog.mdx
@@ -3,8 +3,6 @@ title: Semantic Catalog
 description: Enterprise feature for discovering governed metrics and tables across Cube and connected warehouses—note deprecation in favor of newer metadata paths.
 ---
 
-# Semantic Catalog
-
 Semantic Catalog lets users search, understand, and re-use trusted data products,
 both from Cube and external sources such as cloud data warehouses and business intelligence tools.
 
diff --git a/docs-mintlify/cube-core/authentication/auth0.mdx b/docs-mintlify/cube-core/authentication/auth0.mdx
index bfc9ddb039ca9..debc4d13caeac 100644
--- a/docs-mintlify/cube-core/authentication/auth0.mdx
+++ b/docs-mintlify/cube-core/authentication/auth0.mdx
@@ -3,8 +3,6 @@ title: Authenticate requests to Cube with Auth0
 description: End-to-end Auth0 setup—application, API, rules for enriched JWTs, and Cube settings—for issuing tokens Cube can trust.
 ---
 
-# Authenticate requests to Cube with Auth0
-
 ## Introduction
 
 In this guide, you'll learn how to integrate Auth0 authentication with a Cube
diff --git a/docs-mintlify/cube-core/authentication/aws-cognito.mdx b/docs-mintlify/cube-core/authentication/aws-cognito.mdx
index 268d88e4961f9..a68d7d25c344e 100644
--- a/docs-mintlify/cube-core/authentication/aws-cognito.mdx
+++ b/docs-mintlify/cube-core/authentication/aws-cognito.mdx
@@ -3,8 +3,6 @@ title: Authenticate requests to Cube with AWS Cognito
 description: Step-by-step wiring of a Cognito User Pool, Hosted UI, and Lambda-driven custom claims into Cube JWT verification.
 ---
 
-# Authenticate requests to Cube with AWS Cognito
-
 ## Introduction
 
 In this guide, you'll learn how to integrate AWS Cognito authentication with a
diff --git a/docs-mintlify/cube-core/authentication/context.mdx b/docs-mintlify/cube-core/authentication/context.mdx
index 719b761eb4f32..d96a0cd516d0b 100644
--- a/docs-mintlify/cube-core/authentication/context.mdx
+++ b/docs-mintlify/cube-core/authentication/context.mdx
@@ -3,8 +3,6 @@ title: Security context
 description: Explains how verified JWT claims become the security context Cube uses for access control, query rewrite, and multi-tenant configuration.
 ---
 
-# Security context
-
 Your authentication server issues JWTs to your client application, which, when
 sent as part of the request, are verified and decoded by Cube to get security
 context claims to evaluate access control rules. Inbound JWTs are decoded and
diff --git a/docs-mintlify/cube-core/authentication/jwt.mdx b/docs-mintlify/cube-core/authentication/jwt.mdx
index 6038bccf776e5..7cee60e84694c 100644
--- a/docs-mintlify/cube-core/authentication/jwt.mdx
+++ b/docs-mintlify/cube-core/authentication/jwt.mdx
@@ -3,8 +3,6 @@ title: JSON Web Token authentication
 description: How to configure Cube to validate JWTs from custom apps or identity providers, including keys, audiences, issuers, and optional custom check_auth logic.
 ---
 
-# JSON Web Token authentication
-
 Some visualization tools (e.g., custom front-end applications) can pass access tokens based
 on the [JSON Web Token][wiki-jwt] (JWT) standard to Cube. These tokens can be either generated
 by these applications or obtained from an identity provider. Cube then validates these tokens.
diff --git a/docs-mintlify/cube-core/configuration/concurrency.mdx b/docs-mintlify/cube-core/configuration/concurrency.mdx
index c2fa18bf1bde0..c156e115e2027 100644
--- a/docs-mintlify/cube-core/configuration/concurrency.mdx
+++ b/docs-mintlify/cube-core/configuration/concurrency.mdx
@@ -3,11 +3,6 @@ title: Querying concurrency
 description: "All queries to [data APIs][ref-data-apis] are processed asynchronously via a _query queue_. It allows to optimize the load and increase querying performance."
 ---
 
-# Querying concurrency
-
-All queries to [data APIs][ref-data-apis] are processed asynchronously via a _query
-queue_. It allows to optimize the load and increase querying performance.
-
 ## Query queue
 
 The query queue allows to deduplicate queries to API instances and insulate upstream
diff --git a/docs-mintlify/cube-core/configuration/config.mdx b/docs-mintlify/cube-core/configuration/config.mdx
index 97513ddb9fdb7..95dd1bf99242a 100644
--- a/docs-mintlify/cube-core/configuration/config.mdx
+++ b/docs-mintlify/cube-core/configuration/config.mdx
@@ -3,11 +3,6 @@ title: Configuration options
 description: "Following [configuration options][ref-config-options] can be defined either using Python, in a cube.py file, or using JavaScript, in a cube.js file."
 ---
 
-# Configuration options
-
-Following [configuration options][ref-config-options] can be defined either
-using Python, in a `cube.py` file, or using JavaScript, in a `cube.js` file.
-
 <Info>
 
 Note that configuration options follow the [snake case][link-snake-case]
diff --git a/docs-mintlify/cube-core/configuration/environment-variables.mdx b/docs-mintlify/cube-core/configuration/environment-variables.mdx
index 5f30a6c51f0dd..5e22424f4ebe2 100644
--- a/docs-mintlify/cube-core/configuration/environment-variables.mdx
+++ b/docs-mintlify/cube-core/configuration/environment-variables.mdx
@@ -3,8 +3,6 @@ title: Environment variables
 description: "To see a complete list of environment variables for a specific data source, please check the relevant page on [Connecting to Data Sources][ref-config-db]."
 ---
 
-# Environment variables
-
 <Info>
 
 To see a complete list of environment variables for a specific data source,
diff --git a/docs-mintlify/cube-core/configuration/multiple-data-sources.mdx b/docs-mintlify/cube-core/configuration/multiple-data-sources.mdx
index aed2cd6eb5de7..a49c5f8c1d274 100644
--- a/docs-mintlify/cube-core/configuration/multiple-data-sources.mdx
+++ b/docs-mintlify/cube-core/configuration/multiple-data-sources.mdx
@@ -3,9 +3,6 @@ title: Connecting to multiple data sources
 description: Cube supports connecting to multiple data sources, so that different cubes reference data from different databases.
 ---
 
-# Connecting to multiple data sources
-
-Cube supports connecting to multiple data sources, so that different
 [cubes](/reference/data-modeling/cube) reference data from different
 databases.
 
diff --git a/docs-mintlify/cube-core/configuration/multitenancy.mdx b/docs-mintlify/cube-core/configuration/multitenancy.mdx
index e41728db56d0e..68b6be151c638 100644
--- a/docs-mintlify/cube-core/configuration/multitenancy.mdx
+++ b/docs-mintlify/cube-core/configuration/multitenancy.mdx
@@ -3,8 +3,6 @@ title: Multitenancy
 description: Reference for tenant-aware Cube configuration—per-tenant drivers, schemas, repositories, refresh, and query rewrite driven by security context.
 ---
 
-# Multitenancy
-
 Cube supports multitenancy out of the box, both on database and data model
 levels. Multiple drivers are also supported, meaning that you can have one
 customer’s data in MongoDB and others in Postgres with one Cube instance.
diff --git a/docs-mintlify/cube-core/deployment.mdx b/docs-mintlify/cube-core/deployment.mdx
index 90a4708729385..89d2ac65aa70c 100644
--- a/docs-mintlify/cube-core/deployment.mdx
+++ b/docs-mintlify/cube-core/deployment.mdx
@@ -3,10 +3,6 @@ title: Deploying Cube Core with Docker
 description: This guide walks you through deploying Cube with Docker.
 ---
 
-# Deploying Cube Core with Docker
-
-This guide walks you through deploying Cube with Docker.
-
 <Warning>
 
 This is an example of a production-ready deployment, but real-world deployments
diff --git a/docs-mintlify/cube-core/getting-started/add-a-pre-aggregation.mdx b/docs-mintlify/cube-core/getting-started/add-a-pre-aggregation.mdx
index 5f84f09751297..a3740881c0a12 100644
--- a/docs-mintlify/cube-core/getting-started/add-a-pre-aggregation.mdx
+++ b/docs-mintlify/cube-core/getting-started/add-a-pre-aggregation.mdx
@@ -3,8 +3,6 @@ title: Add a pre-aggregation
 description: Hands-on walkthrough of accepting a Playground pre-aggregation suggestion, updating the data model, and rerunning an accelerated query.
 ---
 
-# Add a pre-aggregation
-
 In this step, we'll add a pre-aggregation to optimize the performance of a
 specific query. Pre-aggregations are a caching technique that massively reduces
 query time from seconds to milliseconds. They are extremely useful for speeding
diff --git a/docs-mintlify/cube-core/getting-started/create-a-project.mdx b/docs-mintlify/cube-core/getting-started/create-a-project.mdx
index 6e04754d53c55..d3ba90bb977b2 100644
--- a/docs-mintlify/cube-core/getting-started/create-a-project.mdx
+++ b/docs-mintlify/cube-core/getting-started/create-a-project.mdx
@@ -3,11 +3,6 @@ title: Create a project
 description: In this step, we will create a Cube Core project on your computer, connect a data source, and generate data models.
 ---
 
-# Create a project
-
-In this step, we will create a Cube Core project on your computer, connect a
-data source, and generate data models.
-
 ## Scaffold a project
 
 Start by opening your terminal to create a new folder for the project, then
diff --git a/docs-mintlify/cube-core/getting-started/learn-more.mdx b/docs-mintlify/cube-core/getting-started/learn-more.mdx
index 410356d6facb0..74aff7a252439 100644
--- a/docs-mintlify/cube-core/getting-started/learn-more.mdx
+++ b/docs-mintlify/cube-core/getting-started/learn-more.mdx
@@ -3,11 +3,6 @@ title: Learn more
 description: Now that you've set up your first project, learn more about what else Cube can do for you.
 ---
 
-# Learn more
-
-Now that you've set up your first project, learn more about what else Cube can
-do for you.
-
 ## Data Modeling
 
 Learn more about [data modeling](/docs/data-modeling/concepts)
diff --git a/docs-mintlify/cube-core/getting-started/query-data.mdx b/docs-mintlify/cube-core/getting-started/query-data.mdx
index 1a356d62f3037..2682488bd51d0 100644
--- a/docs-mintlify/cube-core/getting-started/query-data.mdx
+++ b/docs-mintlify/cube-core/getting-started/query-data.mdx
@@ -3,8 +3,6 @@ title: Query data
 description: Surveys ways to explore and consume modeled data—Playground, APIs, client SDKs, and BI or app integrations—after cubes are defined.
 ---
 
-# Query data
-
 In this step, you will learn how to query your data using the data models you
 created in the previous step. Cube provides several ways to query your data, and
 we'll go over them here.
diff --git a/docs-mintlify/cube-core/index.mdx b/docs-mintlify/cube-core/index.mdx
index d997f0ac86988..88ee7e4854891 100644
--- a/docs-mintlify/cube-core/index.mdx
+++ b/docs-mintlify/cube-core/index.mdx
@@ -3,8 +3,6 @@ title: Cube Core
 description: Cube Core is the open-source semantic layer you can self-host with Docker.
 ---
 
-# Cube Core
-
 Cube Core is the open-source version of Cube that you can deploy and manage yourself using Docker.
 
 <CardGroup cols={2}>
diff --git a/docs-mintlify/cube-core/migrate-from-core/import-bitbucket-repository-via-ssh.mdx b/docs-mintlify/cube-core/migrate-from-core/import-bitbucket-repository-via-ssh.mdx
index e2312dccbec5b..8116283733696 100644
--- a/docs-mintlify/cube-core/migrate-from-core/import-bitbucket-repository-via-ssh.mdx
+++ b/docs-mintlify/cube-core/migrate-from-core/import-bitbucket-repository-via-ssh.mdx
@@ -3,8 +3,6 @@ title: Import a Bitbucket repository
 description: Cube Cloud onboarding that imports an existing Cube project from Bitbucket over SSH and links it to your database.
 ---
 
-# Import a Bitbucket repository
-
 This guide walks you through setting up Cube Cloud, importing a
 [Bitbucket][bitbucket] repository with an existing Cube project via SSH, and
 connecting to your database.
diff --git a/docs-mintlify/cube-core/migrate-from-core/import-git-repository-via-ssh.mdx b/docs-mintlify/cube-core/migrate-from-core/import-git-repository-via-ssh.mdx
index 1932d11d40ec4..c6adc1cdc2d05 100644
--- a/docs-mintlify/cube-core/migrate-from-core/import-git-repository-via-ssh.mdx
+++ b/docs-mintlify/cube-core/migrate-from-core/import-git-repository-via-ssh.mdx
@@ -3,12 +3,6 @@ title: Import a Git repository
 description: This guide walks you through setting up Cube Cloud, importing a generic Git repository with an existing Cube project via SSH, and connecting to your database.
 ---
 
-# Import a Git repository
-
-This guide walks you through setting up Cube Cloud, importing a generic Git
-repository with an existing Cube project via SSH, and connecting to your
-database.
-
 ## Step 1: Create an account
 
 Navigate to [cubecloud.dev](https://cubecloud.dev/), and create a new Cube Cloud
diff --git a/docs-mintlify/cube-core/migrate-from-core/import-github-repository.mdx b/docs-mintlify/cube-core/migrate-from-core/import-github-repository.mdx
index 3ab41d9b26e8c..45fd60e58a7f8 100644
--- a/docs-mintlify/cube-core/migrate-from-core/import-github-repository.mdx
+++ b/docs-mintlify/cube-core/migrate-from-core/import-github-repository.mdx
@@ -3,11 +3,6 @@ title: Import a GitHub repository
 description: "This guide walks you through setting up Cube Cloud, importing a [GitHub][github] repository with an existing Cube project, and connecting to your database."
 ---
 
-# Import a GitHub repository
-
-This guide walks you through setting up Cube Cloud, importing a [GitHub][github]
-repository with an existing Cube project, and connecting to your database.
-
 ## Step 1: Create an account
 
 Navigate to [cubecloud.dev](https://cubecloud.dev/), and create a new Cube Cloud
diff --git a/docs-mintlify/cube-core/migrate-from-core/import-gitlab-repository-via-ssh.mdx b/docs-mintlify/cube-core/migrate-from-core/import-gitlab-repository-via-ssh.mdx
index ff2f5704805ac..edc60d5bf3e62 100644
--- a/docs-mintlify/cube-core/migrate-from-core/import-gitlab-repository-via-ssh.mdx
+++ b/docs-mintlify/cube-core/migrate-from-core/import-gitlab-repository-via-ssh.mdx
@@ -3,8 +3,6 @@ title: Import a GitLab repository
 description: Cube Cloud onboarding that imports an existing Cube project from GitLab over SSH and links it to your database.
 ---
 
-# Import a GitLab repository
-
 This guide walks you through setting up Cube Cloud, importing a [GitLab][gitlab]
 repository with an existing Cube project via SSH, and connecting to your
 database.
diff --git a/docs-mintlify/cube-core/migrate-from-core/upload-with-cli.mdx b/docs-mintlify/cube-core/migrate-from-core/upload-with-cli.mdx
index 6389f9f0ee6ad..ff394fbded132 100644
--- a/docs-mintlify/cube-core/migrate-from-core/upload-with-cli.mdx
+++ b/docs-mintlify/cube-core/migrate-from-core/upload-with-cli.mdx
@@ -3,11 +3,6 @@ title: Import a local project to Cube Cloud with CLI
 description: This guide walks you through setting up Cube Cloud, importing an existing Cube project from a local machine via SSH, and connecting to your database.
 ---
 
-# Import a local project to Cube Cloud with CLI
-
-This guide walks you through setting up Cube Cloud, importing an existing Cube
-project from a local machine via SSH, and connecting to your database.
-
 <iframe
   width="100%"
   height="400"
diff --git a/docs-mintlify/cube-core/running-in-production.mdx b/docs-mintlify/cube-core/running-in-production.mdx
index c605dc8991897..3902f4864bc28 100644
--- a/docs-mintlify/cube-core/running-in-production.mdx
+++ b/docs-mintlify/cube-core/running-in-production.mdx
@@ -3,10 +3,6 @@ title: Running in production
 description: "Cube makes use of two different kinds of cache:"
 ---
 
-# Running in production
-
-Cube makes use of two different kinds of cache:
-
 - In-memory storage of query results
 - Pre-aggregations
 
diff --git a/docs-mintlify/docs.json b/docs-mintlify/docs.json
index 9223a09ae2ed3..e9ae7b476b734 100644
--- a/docs-mintlify/docs.json
+++ b/docs-mintlify/docs.json
@@ -9,7 +9,7 @@
   },
   "favicon": "/favicon.svg",
   "banner": {
-    "content": "This is a preview of the new Cube documentation. For the current live docs, visit [cube.dev/docs](https://cube.dev/docs)",
+    "content": "This is an upcoming version of the Cube documentation. For the current version, visit [cube.dev/docs](https://cube.dev/docs)",
     "dismissible": false
   },
   "navigation": {
@@ -325,7 +325,7 @@
           {
             "group": "AI",
             "pages": [
-              "admin/ai",
+              "admin/ai/index",
               "admin/ai/spaces-agents-models",
               "admin/ai/agent-rules",
               "admin/ai/memory-isolation"
@@ -366,7 +366,7 @@
           {
             "group": "Embedding",
             "pages": [
-              "embedding",
+              "embedding/index",
               "embedding/private-embedding",
               "embedding/signed-embedding",
               "embedding/creator-mode",
diff --git a/docs-mintlify/docs/caching/getting-started-pre-aggregations.mdx b/docs-mintlify/docs/caching/getting-started-pre-aggregations.mdx
index ef66295be59b3..f68e80e7e1384 100644
--- a/docs-mintlify/docs/caching/getting-started-pre-aggregations.mdx
+++ b/docs-mintlify/docs/caching/getting-started-pre-aggregations.mdx
@@ -3,8 +3,6 @@ title: Getting started with pre-aggregations
 description: Conceptual introduction to pre-aggregations as Cube Store–backed rollups that tame warehouse latency as analytical data volume grows.
 ---
 
-# Getting started with pre-aggregations
-
 Often at the beginning of an analytical application's lifecycle - when there is
 a smaller dataset that queries execute over - the application works well and
 delivers responses within acceptable thresholds. However, as the size of the
diff --git a/docs-mintlify/docs/caching/lambda-pre-aggregations.mdx b/docs-mintlify/docs/caching/lambda-pre-aggregations.mdx
index a130217248f72..33a81140a1db7 100644
--- a/docs-mintlify/docs/caching/lambda-pre-aggregations.mdx
+++ b/docs-mintlify/docs/caching/lambda-pre-aggregations.mdx
@@ -3,8 +3,6 @@ title: Lambda pre-aggregations
 description: Lambda-style pre-aggregations that merge historical rollups with fresher source or streaming layers for near-real-time serving on Cube Store.
 ---
 
-# Lambda pre-aggregations
-
 Lambda pre-aggregations follow the
 [Lambda architecture](https://en.wikipedia.org/wiki/Lambda_architecture) design
 to union real-time and batch data. Cube acts as a serving layer and uses
diff --git a/docs-mintlify/docs/caching/matching-pre-aggregations.mdx b/docs-mintlify/docs/caching/matching-pre-aggregations.mdx
index 78fea524719df..cd10748c6289c 100644
--- a/docs-mintlify/docs/caching/matching-pre-aggregations.mdx
+++ b/docs-mintlify/docs/caching/matching-pre-aggregations.mdx
@@ -3,11 +3,6 @@ title: Matching queries with pre-aggregations
 description: When executing a query, Cube will try to match and fulfill it with the best available pre-aggregation.
 ---
 
-# Matching queries with pre-aggregations
-
-When executing a query, Cube will try to match and fulfill it with the best
-available pre-aggregation.
-
 Since pre-aggregations contain a *condensed representation* of the data from
 the upstream data source (rather than a copy of that data), Cube needs to ensure
 that fulfilling a query with a pre-aggregation is possible and doing so will
diff --git a/docs-mintlify/docs/caching/refreshing-pre-aggregations.mdx b/docs-mintlify/docs/caching/refreshing-pre-aggregations.mdx
index 62e7ab12343e0..fe07b2fb2c782 100644
--- a/docs-mintlify/docs/caching/refreshing-pre-aggregations.mdx
+++ b/docs-mintlify/docs/caching/refreshing-pre-aggregations.mdx
@@ -3,8 +3,6 @@ title: Refreshing pre-aggregations
 description: Refresh worker responsibilities, key environment variables for scheduled builds, and troubleshooting when refresh intervals fall behind.
 ---
 
-# Refreshing pre-aggregations
-
 _Pre-aggregation refresh_ is the process of building pre-aggregations and updating
 them with new data. Pre-aggregation refresh is the responsibility of the _refresh
 worker_.
diff --git a/docs-mintlify/docs/caching/running-in-production.mdx b/docs-mintlify/docs/caching/running-in-production.mdx
index c605dc8991897..3902f4864bc28 100644
--- a/docs-mintlify/docs/caching/running-in-production.mdx
+++ b/docs-mintlify/docs/caching/running-in-production.mdx
@@ -3,10 +3,6 @@ title: Running in production
 description: "Cube makes use of two different kinds of cache:"
 ---
 
-# Running in production
-
-Cube makes use of two different kinds of cache:
-
 - In-memory storage of query results
 - Pre-aggregations
 
diff --git a/docs-mintlify/docs/caching/using-pre-aggregations.mdx b/docs-mintlify/docs/caching/using-pre-aggregations.mdx
index 3f4b5c121cf0f..9d2578143ddf8 100644
--- a/docs-mintlify/docs/caching/using-pre-aggregations.mdx
+++ b/docs-mintlify/docs/caching/using-pre-aggregations.mdx
@@ -3,8 +3,6 @@ title: Using pre-aggregations
 description: Operational guide to aggregate awareness—how Cube picks rollups, partitions data, enforces rollup-only mode, and tunes pre-aggregation behavior.
 ---
 
-# Using pre-aggregations
-
 Pre-aggregations is an implementation of aggregate awareness in Cube.
 Pre-aggregation tables are materialized query results. 
 Cube can analyze queries against a defined set of pre-aggregation rules to 
diff --git a/docs-mintlify/docs/data-modeling/access-control/context.mdx b/docs-mintlify/docs/data-modeling/access-control/context.mdx
index 8088072fccadf..94e84a35455a7 100644
--- a/docs-mintlify/docs/data-modeling/access-control/context.mdx
+++ b/docs-mintlify/docs/data-modeling/access-control/context.mdx
@@ -3,8 +3,6 @@ title: Security context
 description: How Cube derives verified user claims from inbound JWTs and where those claims plug into query rewrite and compile-time logic.
 ---
 
-# Security context
-
 Your authentication server issues JWTs to your client application, which, when
 sent as part of the request, are verified and decoded by Cube to get security
 context claims to evaluate access control rules. Inbound JWTs are decoded and
diff --git a/docs-mintlify/docs/data-modeling/access-control/member-level-security.mdx b/docs-mintlify/docs/data-modeling/access-control/member-level-security.mdx
index 1365cbab33bd6..75a3eeaf3197f 100644
--- a/docs-mintlify/docs/data-modeling/access-control/member-level-security.mdx
+++ b/docs-mintlify/docs/data-modeling/access-control/member-level-security.mdx
@@ -3,8 +3,6 @@ title: Member-level security
 description: "Covers restricting which cubes, views, and members end users can query, including defaults and policy configuration with includes and excludes."
 ---
 
-# Member-level security
-
 The data model serves as a facade of your data. With member-level security,
 you can define whether [data model entities][ref-data-modeling-concepts] (cubes, views,
 and their members) are exposed to end users and can be queried via [APIs &
diff --git a/docs-mintlify/docs/data-modeling/access-control/row-level-security.mdx b/docs-mintlify/docs/data-modeling/access-control/row-level-security.mdx
index 588279f5f70c7..5f66ffa5a2ba7 100644
--- a/docs-mintlify/docs/data-modeling/access-control/row-level-security.mdx
+++ b/docs-mintlify/docs/data-modeling/access-control/row-level-security.mdx
@@ -3,8 +3,6 @@ title: Row-level security
 description: "Covers applying group- and attribute-based filters so query results only include rows users are allowed to see."
 ---
 
-# Row-level security
-
 The data model serves as a facade of your data. With row-level security,
 you can define whether some [data model][ref-data-modeling-concepts] facts are exposed
 to end users and can be queried via [APIs & integrations][ref-apis].
diff --git a/docs-mintlify/docs/data-modeling/concepts/calculated-members.mdx b/docs-mintlify/docs/data-modeling/concepts/calculated-members.mdx
index 18b9653c9bc52..62257a87e3cc9 100644
--- a/docs-mintlify/docs/data-modeling/concepts/calculated-members.mdx
+++ b/docs-mintlify/docs/data-modeling/concepts/calculated-members.mdx
@@ -3,8 +3,6 @@ title: Calculated measures and dimensions
 description: Patterns for measures and dimensions built from SQL expressions, cross-member references, and subqueries—including ratios, proxies, and decomposition for pre-aggregations.
 ---
 
-# Calculated measures and dimensions
-
 Often, dimensions are mapped to table columns and measures are defined as
 aggregations of top of table columns. However, measures and dimensions can also
 [reference][ref-references] other members of the same or other cubes, use [SQL
diff --git a/docs-mintlify/docs/data-modeling/concepts/calendar-cubes.mdx b/docs-mintlify/docs/data-modeling/concepts/calendar-cubes.mdx
index cab4a839c7cb2..524fc7fbedec8 100644
--- a/docs-mintlify/docs/data-modeling/concepts/calendar-cubes.mdx
+++ b/docs-mintlify/docs/data-modeling/concepts/calendar-cubes.mdx
@@ -3,8 +3,6 @@ title: Calendar cubes
 description: Defines calendar cubes from dedicated calendar tables to drive custom fiscal or retail time shifts and non-default time granularities where Tesseract is enabled.
 ---
 
-# Calendar cubes
-
 _Calendar cubes_ are used to implement custom calendars, such as retail calendars.
 If your data model contains a calendar table, it can be modeled as a calendar cube.
 
diff --git a/docs-mintlify/docs/data-modeling/concepts/code-reusability-extending-cubes.mdx b/docs-mintlify/docs/data-modeling/concepts/code-reusability-extending-cubes.mdx
index 6cf2a606f7fb1..c3ac681f09ea2 100644
--- a/docs-mintlify/docs/data-modeling/concepts/code-reusability-extending-cubes.mdx
+++ b/docs-mintlify/docs/data-modeling/concepts/code-reusability-extending-cubes.mdx
@@ -3,8 +3,6 @@ title: Extension
 description: Uses extends on cubes and views to inherit and merge members from a parent so shared measures, dimensions, and joins stay defined once.
 ---
 
-# Extension
-
 The `extends` parameter, supported for [cubes][ref-cube-extends] and
 [views][ref-view-extends], allows you to create a _child_ cube (or a view) that reuses
 all declared members of a _parent_ cube (or a view). This helps build reusable data models.
diff --git a/docs-mintlify/docs/data-modeling/concepts/data-blending.mdx b/docs-mintlify/docs/data-modeling/concepts/data-blending.mdx
index 678edccf4120d..044535d218ea9 100644
--- a/docs-mintlify/docs/data-modeling/concepts/data-blending.mdx
+++ b/docs-mintlify/docs/data-modeling/concepts/data-blending.mdx
@@ -3,8 +3,6 @@ title: Data blending
 description: When time is the only practical link between cubes, explains the union-style blending pattern to combine metrics without a traditional multi-cube join.
 ---
 
-# Data blending
-
 In case you want to plot two measures from different cubes on a single chart, or
 create a calculated measure based on it, you need to create a join between these
 two cubes. If there's no way to join two cubes other than by time dimension, you
diff --git a/docs-mintlify/docs/data-modeling/concepts/multi-stage-calculations.mdx b/docs-mintlify/docs/data-modeling/concepts/multi-stage-calculations.mdx
index 0a466f272349d..1298342f69a7a 100644
--- a/docs-mintlify/docs/data-modeling/concepts/multi-stage-calculations.mdx
+++ b/docs-mintlify/docs/data-modeling/concepts/multi-stage-calculations.mdx
@@ -3,8 +3,6 @@ title: Multi-stage calculations
 description: "[Measures][ref-measures] are usually calculated as aggregations over [dimensions][ref-dimensions] or arbitrary SQL expressions."
 ---
 
-# Multi-stage calculations
-
 [Measures][ref-measures] are usually calculated as aggregations over [dimensions][ref-dimensions]
 or arbitrary SQL expressions.
 
diff --git a/docs-mintlify/docs/data-modeling/concepts/polymorphic-cubes.mdx b/docs-mintlify/docs/data-modeling/concepts/polymorphic-cubes.mdx
index 07218261097da..594212cb70bce 100644
--- a/docs-mintlify/docs/data-modeling/concepts/polymorphic-cubes.mdx
+++ b/docs-mintlify/docs/data-modeling/concepts/polymorphic-cubes.mdx
@@ -3,8 +3,6 @@ title: Polymorphic cubes
 description: Models one shared fact or dimension table that represents multiple entity types by extending a base cube into type-specific cubes with correct joins and logic.
 ---
 
-# Polymorphic cubes
-
 In programming languages, polymorphism usually means the use of a single symbol
 to represent multiple different types. It can be quite common for a database and
 application to be designed in such a way that leverages a single database table
diff --git a/docs-mintlify/docs/data-modeling/concepts/syntax.mdx b/docs-mintlify/docs/data-modeling/concepts/syntax.mdx
index 13fe8bde64eae..b184059a560be 100644
--- a/docs-mintlify/docs/data-modeling/concepts/syntax.mdx
+++ b/docs-mintlify/docs/data-modeling/concepts/syntax.mdx
@@ -3,8 +3,6 @@ title: Syntax
 description: Specifies the model directory layout, file naming, and when to use YAML versus JavaScript for Cube data model files.
 ---
 
-# Syntax
-
 Entities within the data model (e.g., cubes, views, etc.) should be placed under
 the `model` [folder][self-folder-structure], follow [naming
 conventions][self-naming], and be defined using a supported
diff --git a/docs-mintlify/docs/data-modeling/concepts/working-with-joins.mdx b/docs-mintlify/docs/data-modeling/concepts/working-with-joins.mdx
index f52ae92c7de40..5afdb4ba12dde 100644
--- a/docs-mintlify/docs/data-modeling/concepts/working-with-joins.mdx
+++ b/docs-mintlify/docs/data-modeling/concepts/working-with-joins.mdx
@@ -3,10 +3,6 @@ title: Joins between cubes
 description: "Joins create relationships between cubes in the [data model][ref-data-model]."
 ---
 
-# Joins between cubes
-
-Joins create relationships between cubes in the [data model][ref-data-model].
-
 They allow to build complex [queries][ref-queries] that involve members from multiple
 cubes. They also allow to [reference][ref-references] members from other cubes in
 [calculated members][ref-calculated-members], [views][ref-views], and
diff --git a/docs-mintlify/docs/data-modeling/data-access-policies.mdx b/docs-mintlify/docs/data-modeling/data-access-policies.mdx
index 14dd410a38789..9334feb0df1fe 100644
--- a/docs-mintlify/docs/data-modeling/data-access-policies.mdx
+++ b/docs-mintlify/docs/data-modeling/data-access-policies.mdx
@@ -3,8 +3,6 @@ title: Access policies
 description: Declares group-scoped policies that combine member access, row filters, and masking rules directly in the data model.
 ---
 
-# Access policies
-
 Access policies provide a holistic mechanism to manage [member-level](#member-level-access),
 [row-level](#row-level-access) security, and [data masking](#data-masking) for
 different user groups. You can define access control rules in data model files,
diff --git a/docs-mintlify/docs/data-modeling/data-model-ide.mdx b/docs-mintlify/docs/data-modeling/data-model-ide.mdx
index f4271d419a876..2609bb2694af5 100644
--- a/docs-mintlify/docs/data-modeling/data-model-ide.mdx
+++ b/docs-mintlify/docs/data-modeling/data-model-ide.mdx
@@ -3,8 +3,6 @@ title: Data Model IDE
 description: Covers the browser code editor for full data modeling features, branch-based dev APIs, and testing model changes before they reach production traffic.
 ---
 
-# Data Model IDE
-
 Data model editor provides the code-first experience for building and enhancing the
 [data model][ref-data-modeling] of your semantic layer from within your web browser.
 
diff --git a/docs-mintlify/docs/data-modeling/dev-mode.mdx b/docs-mintlify/docs/data-modeling/dev-mode.mdx
index 3c2e08eed361f..665a09adc9f74 100644
--- a/docs-mintlify/docs/data-modeling/dev-mode.mdx
+++ b/docs-mintlify/docs/data-modeling/dev-mode.mdx
@@ -3,8 +3,6 @@ title: Development mode
 description: Outlines development mode in Cube Cloud—branch-scoped APIs, save and commit flows, and safe iteration before promoting changes to production.
 ---
 
-# Development mode
-
 Development mode allows to test and debug the data model in an isolated
 [development environment][ref-environments-dev] before releasing any changes to production.
 
diff --git a/docs-mintlify/docs/data-modeling/dynamic/code-reusability-export-and-import.mdx b/docs-mintlify/docs/data-modeling/dynamic/code-reusability-export-and-import.mdx
index f220ae5258dce..194e0620511c7 100644
--- a/docs-mintlify/docs/data-modeling/dynamic/code-reusability-export-and-import.mdx
+++ b/docs-mintlify/docs/data-modeling/dynamic/code-reusability-export-and-import.mdx
@@ -3,8 +3,6 @@ title: Export and import
 description: This functionality only works with data models written in JavaScript, not YAML.
 ---
 
-# Export and import
-
 <Info>
 
 This functionality only works with data models written in JavaScript, not YAML.
diff --git a/docs-mintlify/docs/data-modeling/dynamic/javascript.mdx b/docs-mintlify/docs/data-modeling/dynamic/javascript.mdx
index 6219836ec57c7..494ae7da3e8fa 100644
--- a/docs-mintlify/docs/data-modeling/dynamic/javascript.mdx
+++ b/docs-mintlify/docs/data-modeling/dynamic/javascript.mdx
@@ -3,8 +3,6 @@ title: Data modeling with JavaScript
 description: This functionality only works with data models written in JavaScript, not YAML.
 ---
 
-# Data modeling with JavaScript
-
 <Info>
 
 This functionality only works with data models written in JavaScript, not YAML.
diff --git a/docs-mintlify/docs/data-modeling/dynamic/jinja.mdx b/docs-mintlify/docs/data-modeling/dynamic/jinja.mdx
index 56ac1f823c107..038ac0b59fb17 100644
--- a/docs-mintlify/docs/data-modeling/dynamic/jinja.mdx
+++ b/docs-mintlify/docs/data-modeling/dynamic/jinja.mdx
@@ -3,8 +3,6 @@ title: Data modeling with YAML, Jinja, and Python
 description: Jinja and Python techniques for templating YAML models—loops, includes, and runtime generation—to keep large or multi-tenant schemas maintainable.
 ---
 
-# Data modeling with YAML, Jinja, and Python
-
 Cube supports authoring dynamic data models using the [Jinja templating
 language][jinja] and Python. This allows de-duplicating common patterns in your data models
 as well as dynamically generating data models from a remote data source.
diff --git a/docs-mintlify/docs/data-modeling/dynamic/schema-execution-environment.mdx b/docs-mintlify/docs/data-modeling/dynamic/schema-execution-environment.mdx
index 23d7877e4aa45..c807efdd7d9b4 100644
--- a/docs-mintlify/docs/data-modeling/dynamic/schema-execution-environment.mdx
+++ b/docs-mintlify/docs/data-modeling/dynamic/schema-execution-environment.mdx
@@ -3,8 +3,6 @@ title: Execution Environment (JavaScript)
 description: How JavaScript model code runs inside Cube’s Node VM, including custom require, forbidden globals, and constraints compared to normal Node scripts.
 ---
 
-# Execution Environment (JavaScript)
-
 Cube Data Model Compiler uses [Node.js VM][nodejs-vm] to execute data model
 compiler code. It gives required flexibility allowing transpiling data model
 files before they get executed, storing data models in external databases and
diff --git a/docs-mintlify/docs/data-modeling/overview.mdx b/docs-mintlify/docs/data-modeling/overview.mdx
index 9770a8c8b6a7b..71c11245e1b5c 100644
--- a/docs-mintlify/docs/data-modeling/overview.mdx
+++ b/docs-mintlify/docs/data-modeling/overview.mdx
@@ -3,8 +3,6 @@ title: Getting started
 description: Introduces how Cube turns warehouse tables into a reusable semantic layer that powers metrics, dimensions, and API-driven analytics without ad hoc SQL per question.
 ---
 
-# Getting started with data modeling
-
 The data model is used to transform raw data into meaningful business
 definitions and pre-aggregate data for optimal results. The data model is
 exposed through a [rich set of APIs][ref-apis] that allows end-users to
diff --git a/docs-mintlify/docs/data-modeling/sql-runner.mdx b/docs-mintlify/docs/data-modeling/sql-runner.mdx
index ad308ec4b83e7..21a823575bf46 100644
--- a/docs-mintlify/docs/data-modeling/sql-runner.mdx
+++ b/docs-mintlify/docs/data-modeling/sql-runner.mdx
@@ -3,8 +3,6 @@ title: SQL Runner
 description: Describes running arbitrary SQL against connected warehouses or Cube Store from Cube Cloud to explore data and inspect Cube-generated SQL.
 ---
 
-# SQL Runner
-
 The SQL Runner is a tool that allows you to execute SQL queries from Cube Cloud
 on your data source or Cube Store. It can be used to inform the development of
 the data model, for ad-hoc querying as well as debugging SQL queries generated
diff --git a/docs-mintlify/docs/data-modeling/visual-modeler.mdx b/docs-mintlify/docs/data-modeling/visual-modeler.mdx
index 4b4032b9df8a5..8feaaf3169843 100644
--- a/docs-mintlify/docs/data-modeling/visual-modeler.mdx
+++ b/docs-mintlify/docs/data-modeling/visual-modeler.mdx
@@ -3,8 +3,6 @@ title: Visual Modelerer
 description: Walks through Cube Cloud’s browser-based Visual Modeler for no-code modeling, including setup, workflow, and known limitations versus the code editor.
 ---
 
-# Visual Modelerer
-
 Visual Modeler editor provides the visual, no-code experience for building and enhancing
 the [data model][ref-data-modeling] of your semantic layer from within your web browser.
 
diff --git a/docs-mintlify/docs/explore-analyze/analytics-chat.mdx b/docs-mintlify/docs/explore-analyze/analytics-chat.mdx
index 8f254c394a768..365849fce28bc 100644
--- a/docs-mintlify/docs/explore-analyze/analytics-chat.mdx
+++ b/docs-mintlify/docs/explore-analyze/analytics-chat.mdx
@@ -3,8 +3,6 @@ title: Analytics Chat
 description: Overview of the AI chat experience for asking natural-language questions against your semantic layer with optional embedding and Workbook handoff.
 ---
 
-# Analytics Chat
-
 Analytics Chat is a conversational interface that allows you to explore your data using natural language. Ask questions and get AI-powered insights without writing queries or building visualizations manually.
 
 ## How it works
diff --git a/docs-mintlify/docs/explore-analyze/dashboards.mdx b/docs-mintlify/docs/explore-analyze/dashboards.mdx
index 1a0e2a8a7b92d..efa5d47ee8144 100644
--- a/docs-mintlify/docs/explore-analyze/dashboards.mdx
+++ b/docs-mintlify/docs/explore-analyze/dashboards.mdx
@@ -3,8 +3,6 @@ title: Dashboards
 description: Curate and share polished views of your workbook reports with stakeholders as interactive dashboards.
 ---
 
-# Dashboards
-
 Dashboards let you select and organize reports from your workbooks into polished, shareable views for your team and stakeholders. Transform your exploratory analysis into production-ready deliverables by choosing which insights to highlight and present.
 
 ## Use cases
diff --git a/docs-mintlify/docs/explore-analyze/explore.mdx b/docs-mintlify/docs/explore-analyze/explore.mdx
index ba79372dc8806..86a419ef647dc 100644
--- a/docs-mintlify/docs/explore-analyze/explore.mdx
+++ b/docs-mintlify/docs/explore-analyze/explore.mdx
@@ -3,8 +3,6 @@ title: Explore
 description: Start governed, shareable explorations from Analytics Chat or dashboards without creating a workbook, then graduate analysis into Workbooks when needed.
 ---
 
-# Explore
-
 Explore is a quick way to explore data in your semantic layer either by point and click or with an AI agent. Unlike workbooks, Explore doesn't require you to create a workbook—you can start exploring immediately from dashboard, analytics chat or any semantic view.
 
 Explore state is saved to the URL, making it easy to share your exploration with another user. When you're ready to build a more permanent analysis, you can convert your exploration to a [workbook](/docs/explore-analyze/workbooks).
diff --git a/docs-mintlify/docs/explore-analyze/notifications.mdx b/docs-mintlify/docs/explore-analyze/notifications.mdx
index 48ddd5e241fce..145264c3a4a95 100644
--- a/docs-mintlify/docs/explore-analyze/notifications.mdx
+++ b/docs-mintlify/docs/explore-analyze/notifications.mdx
@@ -3,8 +3,6 @@ title: Notifications
 description: Notifications are available on Premium and Enterprise plans.
 ---
 
-# Notifications
-
 <Info>
 
 Notifications are available on [Premium and Enterprise plans](https://cube.dev/pricing).
diff --git a/docs-mintlify/docs/explore-analyze/playground.mdx b/docs-mintlify/docs/explore-analyze/playground.mdx
index 93d2b780fd289..c9ab3ea027907 100644
--- a/docs-mintlify/docs/explore-analyze/playground.mdx
+++ b/docs-mintlify/docs/explore-analyze/playground.mdx
@@ -3,8 +3,6 @@ title: Playground
 description: Browser-based workspace to inspect cubes and views, run ad hoc queries, and copy API-ready examples while developing the semantic model.
 ---
 
-# Playground
-
 Playground is a web-based tool that helps validate the data model by executing
 [queries][ref-queries] and previewing their results. It is supposed to be used
 by data engineers and developers while building the [data model][ref-data-modeling].
diff --git a/docs-mintlify/docs/explore-analyze/scheduled-refreshes.mdx b/docs-mintlify/docs/explore-analyze/scheduled-refreshes.mdx
index 364097d5ffd72..92c1028c34086 100644
--- a/docs-mintlify/docs/explore-analyze/scheduled-refreshes.mdx
+++ b/docs-mintlify/docs/explore-analyze/scheduled-refreshes.mdx
@@ -3,8 +3,6 @@ title: Scheduled Refreshes
 description: Scheduled refreshes are available on Premium and Enterprise plans.
 ---
 
-# Scheduled Refreshes
-
 <Info>
 
 Scheduled refreshes are available on [Premium and Enterprise plans](https://cube.dev/pricing).
diff --git a/docs-mintlify/docs/explore-analyze/workbooks/charts.mdx b/docs-mintlify/docs/explore-analyze/workbooks/charts.mdx
index 212f650142549..049f48123c41f 100644
--- a/docs-mintlify/docs/explore-analyze/workbooks/charts.mdx
+++ b/docs-mintlify/docs/explore-analyze/workbooks/charts.mdx
@@ -3,8 +3,6 @@ title: Charts
 description: Survey built-in workbook visualizations—from Vega-Lite charts and KPIs to tables, maps, and custom HTML—and how to extend them.
 ---
 
-# Charts
-
 Charts in Cube workbooks provide powerful visualization capabilities for your data models, enabling you to create interactive and insightful visual representations of your analytics.
 
 
diff --git a/docs-mintlify/docs/explore-analyze/workbooks/querying-data.mdx b/docs-mintlify/docs/explore-analyze/workbooks/querying-data.mdx
index 3e9d2ae869d25..c186906449bb2 100644
--- a/docs-mintlify/docs/explore-analyze/workbooks/querying-data.mdx
+++ b/docs-mintlify/docs/explore-analyze/workbooks/querying-data.mdx
@@ -3,10 +3,6 @@ title: Querying data
 description: In the Semantic Query tab, you can query the semantic layer. On the left, there is a selector for the semantic view that you want to query.
 ---
 
-# Querying data
-
-In the Semantic Query tab, you can query the semantic layer. On the left, there is a selector for the semantic view that you want to query.
-
 <Frame>
   <img src="https://lgo0ecceic.ucarecd.net/935959a9-1ce5-430f-8af4-c6aea1a13289/" />
 </Frame>
diff --git a/docs-mintlify/docs/explore-analyze/workbooks/source-sql-tabs.mdx b/docs-mintlify/docs/explore-analyze/workbooks/source-sql-tabs.mdx
index 8c83d92765a80..00ca0db7051d0 100644
--- a/docs-mintlify/docs/explore-analyze/workbooks/source-sql-tabs.mdx
+++ b/docs-mintlify/docs/explore-analyze/workbooks/source-sql-tabs.mdx
@@ -3,8 +3,6 @@ title: Source SQL Tabs
 description: Run warehouse-native SQL inside Workbooks—by hand or with AI help—to explore raw tables before promoting logic into the semantic model.
 ---
 
-# Source SQL Tabs
-
 Source SQL Query tabs allow you to query your connected data sources directly, bypassing the semantic layer. Source SQL Query tabs can be used for prototyping your calculations before they would go into the semantic layer.
 
 <Frame>
diff --git a/docs-mintlify/docs/getting-started/cloud/connect-to-snowflake.mdx b/docs-mintlify/docs/getting-started/cloud/connect-to-snowflake.mdx
index 2b7490ff7cb9c..d591fec86e15f 100644
--- a/docs-mintlify/docs/getting-started/cloud/connect-to-snowflake.mdx
+++ b/docs-mintlify/docs/getting-started/cloud/connect-to-snowflake.mdx
@@ -3,8 +3,6 @@ title: Connect to Snowflake
 description: Provision a Cube Cloud deployment, create a project, and authenticate Cube to query tables in Snowflake.
 ---
 
-# Connect to Snowflake
-
 In this section, we’ll create a Cube Cloud deployment and connect it to
 Snowflake. A deployment represents a data model, configuration, and managed
 infrastructure.
diff --git a/docs-mintlify/docs/getting-started/cloud/create-data-model.mdx b/docs-mintlify/docs/getting-started/cloud/create-data-model.mdx
index 5a76694d288d8..59739c097d5b4 100644
--- a/docs-mintlify/docs/getting-started/cloud/create-data-model.mdx
+++ b/docs-mintlify/docs/getting-started/cloud/create-data-model.mdx
@@ -3,8 +3,6 @@ title: Create your first data model
 description: Tour cubes, views, and the visual modeler in Cube Cloud as you refine an auto-generated schema into a production-ready semantic model.
 ---
 
-# Create your first data model
-
 Cube follows a dataset-oriented data modeling approach, which is inspired by and
 expands upon dimensional modeling. Cube incorporates this approach and provides
 a practical framework for implementing dataset-oriented data modeling.
diff --git a/docs-mintlify/docs/getting-started/cloud/load-data.mdx b/docs-mintlify/docs/getting-started/cloud/load-data.mdx
index 462256a0ef433..d36504d12a42a 100644
--- a/docs-mintlify/docs/getting-started/cloud/load-data.mdx
+++ b/docs-mintlify/docs/getting-started/cloud/load-data.mdx
@@ -3,11 +3,6 @@ title: Load data
 description: The following steps will guide you through setting up a Snowflake account and uploading the demo dataset, which is stored as CSV files in a public S3 bucket.
 ---
 
-# Load data
-
-The following steps will guide you through setting up a Snowflake account and
-uploading the demo dataset, which is stored as CSV files in a public S3 bucket.
-
 First, let’s create a warehouse, database, and schema. Paste the following SQL
 into the Editor of the Snowflake worksheet and click Run.
 
diff --git a/docs-mintlify/docs/getting-started/cloud/query-from-bi.mdx b/docs-mintlify/docs/getting-started/cloud/query-from-bi.mdx
index 503469230eaed..f531cefacd219 100644
--- a/docs-mintlify/docs/getting-started/cloud/query-from-bi.mdx
+++ b/docs-mintlify/docs/getting-started/cloud/query-from-bi.mdx
@@ -3,8 +3,6 @@ title: Query from a BI tool
 description: Connect BI tools to Cube Cloud through the SQL API and optionally automate dataset mapping with Semantic Layer Sync.
 ---
 
-# Query from a BI tool
-
 You can query Cube using a BI or visualization tool through the Cube SQL API. To
 provide a good end-user experience in your BI tool, we recommend mapping the
 BI's data model to Cube's semantic layer. This can be done automatically with
diff --git a/docs-mintlify/docs/getting-started/cloud/query-from-react-app.mdx b/docs-mintlify/docs/getting-started/cloud/query-from-react-app.mdx
index 19e93b5a0505d..ac8e6cac1d1cf 100644
--- a/docs-mintlify/docs/getting-started/cloud/query-from-react-app.mdx
+++ b/docs-mintlify/docs/getting-started/cloud/query-from-react-app.mdx
@@ -3,8 +3,6 @@ title: Query from a React app
 description: Wire a React app to Cube Cloud REST or GraphQL endpoints using the JavaScript client libraries and deployment-scoped URLs.
 ---
 
-# Query from a React app
-
 Cube offers both [REST](/reference/rest-api) and
 [GraphQL](/reference/graphql-api) APIs, which can be used to
 query data from applications built in React or other frontend frameworks.
diff --git a/docs-mintlify/docs/getting-started/connect-your-data.mdx b/docs-mintlify/docs/getting-started/connect-your-data.mdx
index ccfbda79222ef..b59bad48d2c93 100644
--- a/docs-mintlify/docs/getting-started/connect-your-data.mdx
+++ b/docs-mintlify/docs/getting-started/connect-your-data.mdx
@@ -3,8 +3,6 @@ title: Connect your data
 description: If you don't have a data source to connect to, you can create a demo deployment to test all Cube features with demo data.
 ---
 
-# Connect your data
-
 <Info>
 
 If you don't have a data source to connect to, you can create a demo deployment to test all Cube features with demo data.
diff --git a/docs-mintlify/docs/getting-started/create-workbooks-and-dashboards.mdx b/docs-mintlify/docs/getting-started/create-workbooks-and-dashboards.mdx
index f106ed01c30da..6f19b173da2dd 100644
--- a/docs-mintlify/docs/getting-started/create-workbooks-and-dashboards.mdx
+++ b/docs-mintlify/docs/getting-started/create-workbooks-and-dashboards.mdx
@@ -3,10 +3,6 @@ title: Create workbooks and dashboards
 description: Workbooks are places to curate and organize your analysis. You can create multiple reports using tabs, each focusing on different aspects of your data.
 ---
 
-# Create workbooks and dashboards
-
-Workbooks are places to curate and organize your analysis. You can create multiple reports using tabs, each focusing on different aspects of your data.
-
 ## Create a new workbook
 
 You can create a new workbook in two ways:
diff --git a/docs-mintlify/docs/getting-started/databricks/connect-to-databricks.mdx b/docs-mintlify/docs/getting-started/databricks/connect-to-databricks.mdx
index 51e1e57fe77fb..ce56ec44b52ce 100644
--- a/docs-mintlify/docs/getting-started/databricks/connect-to-databricks.mdx
+++ b/docs-mintlify/docs/getting-started/databricks/connect-to-databricks.mdx
@@ -3,8 +3,6 @@ title: Connect to Databricks
 description: Provision a Cube Cloud deployment, create a project, and connect Cube to Databricks for warehouse-backed semantic queries.
 ---
 
-# Connect to Databricks
-
 In this section, we’ll create a Cube Cloud deployment and connect it to
 Databricks. A deployment represents a data model, configuration, and managed
 infrastructure.
diff --git a/docs-mintlify/docs/getting-started/databricks/create-data-model.mdx b/docs-mintlify/docs/getting-started/databricks/create-data-model.mdx
index a85df64852456..14a2e9d42feee 100644
--- a/docs-mintlify/docs/getting-started/databricks/create-data-model.mdx
+++ b/docs-mintlify/docs/getting-started/databricks/create-data-model.mdx
@@ -3,8 +3,6 @@ title: Create your first data model
 description: Build and navigate cubes and views in Cube Cloud when Databricks is your warehouse, using the visual modeler and development mode.
 ---
 
-# Create your first data model
-
 Cube follows a dataset-oriented data modeling approach, which is inspired by and
 expands upon dimensional modeling. Cube incorporates this approach and provides
 a practical framework for implementing dataset-oriented data modeling.
diff --git a/docs-mintlify/docs/getting-started/databricks/load-data.mdx b/docs-mintlify/docs/getting-started/databricks/load-data.mdx
index 7fca58a0572c6..12faa04e6133b 100644
--- a/docs-mintlify/docs/getting-started/databricks/load-data.mdx
+++ b/docs-mintlify/docs/getting-started/databricks/load-data.mdx
@@ -3,11 +3,6 @@ title: Load data
 description: The following steps will guide you through setting up a Databricks account and uploading the demo dataset, which is stored as CSV files in a public S3 bucket.
 ---
 
-# Load data
-
-The following steps will guide you through setting up a Databricks account and
-uploading the demo dataset, which is stored as CSV files in a public S3 bucket.
-
 First, download the following files to your local machine:
 
 - [`line_items.csv`](https://cube-tutorial.s3.us-east-2.amazonaws.com/line_items.csv)
diff --git a/docs-mintlify/docs/getting-started/databricks/query-from-bi.mdx b/docs-mintlify/docs/getting-started/databricks/query-from-bi.mdx
index ed8558e73194f..4c81ac682d975 100644
--- a/docs-mintlify/docs/getting-started/databricks/query-from-bi.mdx
+++ b/docs-mintlify/docs/getting-started/databricks/query-from-bi.mdx
@@ -3,8 +3,6 @@ title: Query from a BI tool
 description: Use the SQL API and Semantic Layer Sync from a Databricks-oriented Cube Cloud setup so BI tools consume your semantic layer.
 ---
 
-# Query from a BI tool
-
 You can query Cube using a BI or visualization tool through the Cube SQL API. To
 provide a good end-user experience in your BI tool, we recommend mapping the
 BI's data model to Cube's semantic layer. This can be done automatically with
diff --git a/docs-mintlify/docs/getting-started/databricks/query-from-react-app.mdx b/docs-mintlify/docs/getting-started/databricks/query-from-react-app.mdx
index 7156095d288c7..0481ff19d47e3 100644
--- a/docs-mintlify/docs/getting-started/databricks/query-from-react-app.mdx
+++ b/docs-mintlify/docs/getting-started/databricks/query-from-react-app.mdx
@@ -3,8 +3,6 @@ title: Query from a React app
 description: Call Cube Cloud APIs from a React app against a Databricks-backed deployment, including dev-mode URLs and signed requests.
 ---
 
-# Query from a React app
-
 Cube offers both [REST](/reference/rest-api) and
 [GraphQL](/reference/graphql-api) APIs, which can be used to
 query data from applications built in React or other frontend frameworks.
diff --git a/docs-mintlify/docs/getting-started/develop-in-ide.mdx b/docs-mintlify/docs/getting-started/develop-in-ide.mdx
index 1d986910b5495..66ed06c2f8fb4 100644
--- a/docs-mintlify/docs/getting-started/develop-in-ide.mdx
+++ b/docs-mintlify/docs/getting-started/develop-in-ide.mdx
@@ -3,8 +3,6 @@ title: Develop in IDE
 description: Use Cube Cloud IDE branch environments, commits, merges, and AI assistance to iterate on your data model without destabilizing production.
 ---
 
-# Develop in IDE
-
 The IDE is a place to develop your data model. Cube supports multiple environments based on Git branches, helping you follow software engineering best practices while developing your data model.
 
 ## Branch-based development
diff --git a/docs-mintlify/docs/getting-started/embed-analytics.mdx b/docs-mintlify/docs/getting-started/embed-analytics.mdx
index e92e7a353e33d..3a58973b8d00c 100644
--- a/docs-mintlify/docs/getting-started/embed-analytics.mdx
+++ b/docs-mintlify/docs/getting-started/embed-analytics.mdx
@@ -3,8 +3,6 @@ title: Embed analytics
 description: Choose among iframe embeds, the Analytics Chat API, and headless core APIs depending on how much UI and authentication control you need.
 ---
 
-# Embed analytics
-
 Cube offers rich options for embedded analytics. You can embed [dashboards][ref-dashboards] and [analytics chat][ref-analytics-chat] as iframes, use the [Analytics Chat API][ref-chat-api] directly to create your own conversational analytics experience, or use [Core Data APIs][ref-core-apis] directly to build custom visualizations, reporting, and dashboarding experiences.
 
 ## Embed with iframes
diff --git a/docs-mintlify/docs/getting-started/migrate-from-core/import-bitbucket-repository-via-ssh.mdx b/docs-mintlify/docs/getting-started/migrate-from-core/import-bitbucket-repository-via-ssh.mdx
index fa0a9c14a2d00..ca28301ca2d7a 100644
--- a/docs-mintlify/docs/getting-started/migrate-from-core/import-bitbucket-repository-via-ssh.mdx
+++ b/docs-mintlify/docs/getting-started/migrate-from-core/import-bitbucket-repository-via-ssh.mdx
@@ -3,8 +3,6 @@ title: Import a Bitbucket repository
 description: Onboard an existing Cube project by linking a Bitbucket repository over SSH in Cube Cloud and completing database connectivity.
 ---
 
-# Import a Bitbucket repository
-
 This guide walks you through setting up Cube Cloud, importing a
 [Bitbucket][bitbucket] repository with an existing Cube project via SSH, and
 connecting to your database.
diff --git a/docs-mintlify/docs/getting-started/migrate-from-core/import-git-repository-via-ssh.mdx b/docs-mintlify/docs/getting-started/migrate-from-core/import-git-repository-via-ssh.mdx
index 1932d11d40ec4..c6adc1cdc2d05 100644
--- a/docs-mintlify/docs/getting-started/migrate-from-core/import-git-repository-via-ssh.mdx
+++ b/docs-mintlify/docs/getting-started/migrate-from-core/import-git-repository-via-ssh.mdx
@@ -3,12 +3,6 @@ title: Import a Git repository
 description: This guide walks you through setting up Cube Cloud, importing a generic Git repository with an existing Cube project via SSH, and connecting to your database.
 ---
 
-# Import a Git repository
-
-This guide walks you through setting up Cube Cloud, importing a generic Git
-repository with an existing Cube project via SSH, and connecting to your
-database.
-
 ## Step 1: Create an account
 
 Navigate to [cubecloud.dev](https://cubecloud.dev/), and create a new Cube Cloud
diff --git a/docs-mintlify/docs/getting-started/migrate-from-core/import-github-repository.mdx b/docs-mintlify/docs/getting-started/migrate-from-core/import-github-repository.mdx
index 3ab41d9b26e8c..45fd60e58a7f8 100644
--- a/docs-mintlify/docs/getting-started/migrate-from-core/import-github-repository.mdx
+++ b/docs-mintlify/docs/getting-started/migrate-from-core/import-github-repository.mdx
@@ -3,11 +3,6 @@ title: Import a GitHub repository
 description: "This guide walks you through setting up Cube Cloud, importing a [GitHub][github] repository with an existing Cube project, and connecting to your database."
 ---
 
-# Import a GitHub repository
-
-This guide walks you through setting up Cube Cloud, importing a [GitHub][github]
-repository with an existing Cube project, and connecting to your database.
-
 ## Step 1: Create an account
 
 Navigate to [cubecloud.dev](https://cubecloud.dev/), and create a new Cube Cloud
diff --git a/docs-mintlify/docs/getting-started/migrate-from-core/import-gitlab-repository-via-ssh.mdx b/docs-mintlify/docs/getting-started/migrate-from-core/import-gitlab-repository-via-ssh.mdx
index 21eed427bbc64..8157da07f0a21 100644
--- a/docs-mintlify/docs/getting-started/migrate-from-core/import-gitlab-repository-via-ssh.mdx
+++ b/docs-mintlify/docs/getting-started/migrate-from-core/import-gitlab-repository-via-ssh.mdx
@@ -3,8 +3,6 @@ title: Import a GitLab repository
 description: Onboard an existing Cube project by linking a GitLab repository over SSH in Cube Cloud and completing database connectivity.
 ---
 
-# Import a GitLab repository
-
 This guide walks you through setting up Cube Cloud, importing a [GitLab][gitlab]
 repository with an existing Cube project via SSH, and connecting to your
 database.
diff --git a/docs-mintlify/docs/getting-started/migrate-from-core/upload-with-cli.mdx b/docs-mintlify/docs/getting-started/migrate-from-core/upload-with-cli.mdx
index 6389f9f0ee6ad..ff394fbded132 100644
--- a/docs-mintlify/docs/getting-started/migrate-from-core/upload-with-cli.mdx
+++ b/docs-mintlify/docs/getting-started/migrate-from-core/upload-with-cli.mdx
@@ -3,11 +3,6 @@ title: Import a local project to Cube Cloud with CLI
 description: This guide walks you through setting up Cube Cloud, importing an existing Cube project from a local machine via SSH, and connecting to your database.
 ---
 
-# Import a local project to Cube Cloud with CLI
-
-This guide walks you through setting up Cube Cloud, importing an existing Cube
-project from a local machine via SSH, and connecting to your database.
-
 <iframe
   width="100%"
   height="400"
diff --git a/docs-mintlify/docs/getting-started/use-analytics-chat.mdx b/docs-mintlify/docs/getting-started/use-analytics-chat.mdx
index e6468bd025bef..be7c05e2e8ec5 100644
--- a/docs-mintlify/docs/getting-started/use-analytics-chat.mdx
+++ b/docs-mintlify/docs/getting-started/use-analytics-chat.mdx
@@ -3,10 +3,6 @@ title: Use analytics chat
 description: "Once your initial semantic model is ready, you can start using Cube features: analytics chat, workbooks, dashboards, IDE and more."
 ---
 
-# Use analytics chat
-
-Once your initial semantic model is ready, you can start using Cube features: analytics chat, workbooks, dashboards, IDE and more.
-
 ## Ask analytics questions in chat
 
 On the home page, you can ask AI questions about your data and receive answers as results tables and charts.
diff --git a/docs-mintlify/docs/integrations/google-sheets.mdx b/docs-mintlify/docs/integrations/google-sheets.mdx
index f614d3fd15c4e..34bb0be4574d9 100644
--- a/docs-mintlify/docs/integrations/google-sheets.mdx
+++ b/docs-mintlify/docs/integrations/google-sheets.mdx
@@ -3,11 +3,6 @@ title: Cube Cloud for Sheets
 description: "Cube Cloud for Sheets is the native [Google Sheets][link-google-sheets] add-on for Cube Cloud."
 ---
 
-# Cube Cloud for Sheets
-
-Cube Cloud for Sheets is the native [Google Sheets][link-google-sheets] add-on for
-Cube Cloud.
-
 <Info>
 
 Available on [Premium and above plans](https://cube.dev/pricing).
diff --git a/docs-mintlify/docs/integrations/microsoft-excel.mdx b/docs-mintlify/docs/integrations/microsoft-excel.mdx
index 60ecfcd8442b6..e5b8c961b6a66 100644
--- a/docs-mintlify/docs/integrations/microsoft-excel.mdx
+++ b/docs-mintlify/docs/integrations/microsoft-excel.mdx
@@ -3,10 +3,6 @@ title: Cube Cloud for Excel
 description: "Cube Cloud for Excel is the native [Microsoft Excel][ref-excel] add-in for Cube Cloud."
 ---
 
-# Cube Cloud for Excel
-
-Cube Cloud for Excel is the native [Microsoft Excel][ref-excel] add-in for Cube Cloud.
-
 it works with Excel on all operating systems,
 including macOS, and all platforms, including web and mobile. It doesn't integrate
 with the native [PivotTable][link-pivottable] in Excel but provides a custom
diff --git a/docs-mintlify/docs/integrations/power-bi/index.mdx b/docs-mintlify/docs/integrations/power-bi/index.mdx
index 462a5f97e36c3..b489d9dff9fd4 100644
--- a/docs-mintlify/docs/integrations/power-bi/index.mdx
+++ b/docs-mintlify/docs/integrations/power-bi/index.mdx
@@ -3,8 +3,6 @@ title: Microsoft Power BI
 description: "[Microsoft Power BI][link-powerbi] is a popular business intelligence tool."
 ---
 
-# Microsoft Power BI
-
 [Microsoft Power BI][link-powerbi] is a popular business intelligence tool.
 
 Cube Cloud works with both [Power BI Desktop and Power BI Service][link-powerbi-desktop-vs-service].
diff --git a/docs-mintlify/docs/integrations/power-bi/kerberos.mdx b/docs-mintlify/docs/integrations/power-bi/kerberos.mdx
index 64b5cc861c7e7..5942c7551a0b3 100644
--- a/docs-mintlify/docs/integrations/power-bi/kerberos.mdx
+++ b/docs-mintlify/docs/integrations/power-bi/kerberos.mdx
@@ -3,8 +3,6 @@ title: Kerberos authentication
 description: "[Kerberos][link-kerberos] is the most common authentication method for Windows environments. It can be used to authenticate requests to [DAX API][ref-dax-api]."
 ---
 
-# Kerberos authentication
-
 [Kerberos][link-kerberos] is the most common authentication method for Windows environments.
 It can be used to authenticate requests to [DAX API][ref-dax-api].
 
diff --git a/docs-mintlify/docs/integrations/power-bi/ntlm.mdx b/docs-mintlify/docs/integrations/power-bi/ntlm.mdx
index 844572ce9badc..3c659452221b5 100644
--- a/docs-mintlify/docs/integrations/power-bi/ntlm.mdx
+++ b/docs-mintlify/docs/integrations/power-bi/ntlm.mdx
@@ -3,8 +3,6 @@ title: NTLM authentication
 description: "[NTLM][link-ntlm] is an authentication method developed by Microsoft that can be used to authenticate requests to [DAX API][ref-dax-api]."
 ---
 
-# NTLM authentication
-
 [NTLM][link-ntlm] is an authentication method developed by Microsoft that can be used to
 authenticate requests to [DAX API][ref-dax-api].
 
diff --git a/docs-mintlify/docs/integrations/semantic-layer-sync/metabase.mdx b/docs-mintlify/docs/integrations/semantic-layer-sync/metabase.mdx
index 3fc2909d073fd..0ce4f625b2882 100644
--- a/docs-mintlify/docs/integrations/semantic-layer-sync/metabase.mdx
+++ b/docs-mintlify/docs/integrations/semantic-layer-sync/metabase.mdx
@@ -3,8 +3,6 @@ title: Semantic Layer Sync with Metabase
 description: This page details the support for Metabase in Semantic Layer Sync.
 ---
 
-# Semantic Layer Sync with Metabase
-
 This page details the support for [Metabase](https://www.metabase.com)
 in [Semantic Layer Sync](/docs/integrations/semantic-layer-sync).
 
diff --git a/docs-mintlify/docs/integrations/semantic-layer-sync/preset.mdx b/docs-mintlify/docs/integrations/semantic-layer-sync/preset.mdx
index e442c8696141a..812eb4ec44c24 100644
--- a/docs-mintlify/docs/integrations/semantic-layer-sync/preset.mdx
+++ b/docs-mintlify/docs/integrations/semantic-layer-sync/preset.mdx
@@ -3,8 +3,6 @@ title: Semantic Layer Sync with Preset
 description: This page details the support for Preset in Semantic Layer Sync.
 ---
 
-# Semantic Layer Sync with Preset
-
 This page details the support for [Preset](https://preset.io)
 in [Semantic Layer Sync](/docs/integrations/semantic-layer-sync).
 
diff --git a/docs-mintlify/docs/integrations/semantic-layer-sync/superset.mdx b/docs-mintlify/docs/integrations/semantic-layer-sync/superset.mdx
index 6c8f9d00b2f30..eaf997cd12731 100644
--- a/docs-mintlify/docs/integrations/semantic-layer-sync/superset.mdx
+++ b/docs-mintlify/docs/integrations/semantic-layer-sync/superset.mdx
@@ -3,8 +3,6 @@ title: Semantic Layer Sync with Apache Superset
 description: This page details the support for Apache Superset in Semantic Layer Sync.
 ---
 
-# Semantic Layer Sync with Apache Superset
-
 This page details the support for [Apache Superset](https://superset.apache.org)
 in [Semantic Layer Sync](/docs/integrations/semantic-layer-sync).
 
diff --git a/docs-mintlify/docs/integrations/semantic-layer-sync/tableau.mdx b/docs-mintlify/docs/integrations/semantic-layer-sync/tableau.mdx
index 1b322a20a3819..47884d7be58a0 100644
--- a/docs-mintlify/docs/integrations/semantic-layer-sync/tableau.mdx
+++ b/docs-mintlify/docs/integrations/semantic-layer-sync/tableau.mdx
@@ -3,8 +3,6 @@ title: Semantic Layer Sync with Tableau
 description: This page details the support for Tableau in Semantic Layer Sync.
 ---
 
-# Semantic Layer Sync with Tableau
-
 This page details the support for [Tableau](https://www.tableau.com)
 in [Semantic Layer Sync](/docs/integrations/semantic-layer-sync).
 
diff --git a/docs-mintlify/docs/integrations/snowflake-semantic-views.mdx b/docs-mintlify/docs/integrations/snowflake-semantic-views.mdx
index 94b24105f1ed7..9b0b2faf3e90f 100644
--- a/docs-mintlify/docs/integrations/snowflake-semantic-views.mdx
+++ b/docs-mintlify/docs/integrations/snowflake-semantic-views.mdx
@@ -3,8 +3,6 @@ title: Snowflake Semantic Views Integration
 description: Snowflake Semantic Views integration is available in Cube on the Enterprise plan.
 ---
 
-# Snowflake Semantic Views Integration
-
 <Info>
 
 Snowflake Semantic Views integration is available in Cube on the [Enterprise plan](https://cube.dev/pricing).
diff --git a/docs-mintlify/docs/introduction.mdx b/docs-mintlify/docs/introduction.mdx
index 531ad77c0fb7a..b3c564772a639 100644
--- a/docs-mintlify/docs/introduction.mdx
+++ b/docs-mintlify/docs/introduction.mdx
@@ -4,8 +4,6 @@ description: Cube is the business intelligence platform powered by the open-sour
 hideTableOfContents: true
 ---
 
-Cube is the business intelligence platform powered by the open-source semantic layer.
-
 Cube uses AI agents to build data models and enable data consumers to perform analysis. Use AI to quickly build semantic layer and fully control the analytics context.
 
 <iframe
diff --git a/docs-mintlify/embedding/authentication/auth0.mdx b/docs-mintlify/embedding/authentication/auth0.mdx
index 6002892725885..8866fedefd62b 100644
--- a/docs-mintlify/embedding/authentication/auth0.mdx
+++ b/docs-mintlify/embedding/authentication/auth0.mdx
@@ -3,8 +3,6 @@ title: Authenticate requests to Cube with Auth0
 description: Step-by-step Auth0 application and API setup, rules for enriching JWTs with claims, and Cube configuration for Auth0-issued tokens.
 ---
 
-# Authenticate requests to Cube with Auth0
-
 ## Introduction
 
 In this guide, you'll learn how to integrate Auth0 authentication with a Cube
diff --git a/docs-mintlify/embedding/authentication/aws-cognito.mdx b/docs-mintlify/embedding/authentication/aws-cognito.mdx
index be5092e3a63f5..9b78defe0f2c5 100644
--- a/docs-mintlify/embedding/authentication/aws-cognito.mdx
+++ b/docs-mintlify/embedding/authentication/aws-cognito.mdx
@@ -3,8 +3,6 @@ title: Authenticate requests to Cube with AWS Cognito
 description: Step-by-step wiring of AWS Cognito User Pools and Hosted UI to Cube, including optional Lambda hooks for custom JWT claims.
 ---
 
-# Authenticate requests to Cube with AWS Cognito
-
 ## Introduction
 
 In this guide, you'll learn how to integrate AWS Cognito authentication with a
diff --git a/docs-mintlify/embedding/authentication/jwt.mdx b/docs-mintlify/embedding/authentication/jwt.mdx
index 6024f42db97bb..e4fe8c97457d2 100644
--- a/docs-mintlify/embedding/authentication/jwt.mdx
+++ b/docs-mintlify/embedding/authentication/jwt.mdx
@@ -3,8 +3,6 @@ title: JSON Web Token authentication
 description: "Walks through validating JWTs from clients or identity providers, the relevant Cube settings and environment variables, and custom check_auth implementations."
 ---
 
-# JSON Web Token authentication
-
 Some visualization tools (e.g., custom front-end applications) can pass access tokens based
 on the [JSON Web Token][wiki-jwt] (JWT) standard to Cube. These tokens can be either generated
 by these applications or obtained from an identity provider. Cube then validates these tokens.
diff --git a/docs-mintlify/embedding/creator-mode.mdx b/docs-mintlify/embedding/creator-mode.mdx
index 01b5c93626448..09fdc8d550b98 100644
--- a/docs-mintlify/embedding/creator-mode.mdx
+++ b/docs-mintlify/embedding/creator-mode.mdx
@@ -3,8 +3,6 @@ title: Creator mode
 description: Available on the Enterprise plan.
 ---
 
-# Creator mode
-
 <Info>
 
 Available on the [Enterprise plan](https://cube.dev/pricing).
diff --git a/docs-mintlify/embedding/index.mdx b/docs-mintlify/embedding/index.mdx
index 93faf922df0bb..d71523da19cd6 100644
--- a/docs-mintlify/embedding/index.mdx
+++ b/docs-mintlify/embedding/index.mdx
@@ -1,9 +1,8 @@
 ---
 description: Embed Cube analytics into your applications using iframes, the React SDK, or API-first approaches.
+title: Overview
 ---
 
- Embedding
-
 Cube provides multiple approaches for embedding analytics into your applications. Choose the method that best fits your use case and technical requirements.
 
 ## Iframe-based embedding
diff --git a/docs-mintlify/embedding/private-embedding.mdx b/docs-mintlify/embedding/private-embedding.mdx
index 26ca0b97d26ae..73bbe357e90ee 100644
--- a/docs-mintlify/embedding/private-embedding.mdx
+++ b/docs-mintlify/embedding/private-embedding.mdx
@@ -3,8 +3,6 @@ title: Private embedding
 description: Private embedding is available on Premium and Enterprise plans.
 ---
 
-# Private embedding
-
 <Info>
   Private embedding is available on [Premium and Enterprise plans](https://cube.dev/pricing).
 </Info>
diff --git a/docs-mintlify/embedding/react-embed-sdk.mdx b/docs-mintlify/embedding/react-embed-sdk.mdx
index 3c94c1b99752f..9365ddd362092 100644
--- a/docs-mintlify/embedding/react-embed-sdk.mdx
+++ b/docs-mintlify/embedding/react-embed-sdk.mdx
@@ -3,8 +3,6 @@ title: React Embed SDK
 description: React Embed SDK is currently in public preview. The API may change in future releases.
 ---
 
-# React Embed SDK
-
 <Info>
   React Embed SDK is currently in **public preview**. The API may change in future releases.
 </Info>
diff --git a/docs-mintlify/embedding/signed-embedding.mdx b/docs-mintlify/embedding/signed-embedding.mdx
index 1cc54fb237a2d..a5f265e9ab773 100644
--- a/docs-mintlify/embedding/signed-embedding.mdx
+++ b/docs-mintlify/embedding/signed-embedding.mdx
@@ -3,8 +3,6 @@ title: Signed embedding
 description: Signed embedding is available on Premium and Enterprise plans.
 ---
 
-# Signed embedding
-
 <Info>
   Signed embedding is available on [Premium and Enterprise plans](https://cube.dev/pricing).
 </Info>
diff --git a/docs-mintlify/embedding/vizard.mdx b/docs-mintlify/embedding/vizard.mdx
index 603c9569bd0d5..57d12c1cef307 100644
--- a/docs-mintlify/embedding/vizard.mdx
+++ b/docs-mintlify/embedding/vizard.mdx
@@ -3,8 +3,6 @@ title: Chart Prototyping
 description: Turn a Playground query into starter front-end code that charts REST API results for embedded analytics prototypes.
 ---
 
-# Chart Prototyping
-
 Chart Prototyping generates code of a front-end application that works with
 the [REST API][ref-rest-api] and visualizes data on charts. It's convenient
 for boostrapping a new embedded analytics application or copying and pasting
diff --git a/docs-mintlify/recipes/ai/agent-to-agent.mdx b/docs-mintlify/recipes/ai/agent-to-agent.mdx
index 60d1c70368a16..08e4c001595b5 100644
--- a/docs-mintlify/recipes/ai/agent-to-agent.mdx
+++ b/docs-mintlify/recipes/ai/agent-to-agent.mdx
@@ -3,8 +3,6 @@ title: "Agent-to-agent: using the Chat API as a tool"
 description: "In this recipe, you will learn how to wrap the Cube Chat API as a tool for an external AI agent, enabling agent-to-agent analytics workflows."
 ---
 
-# Agent-to-agent: using the Chat API as a tool
-
 In this recipe, you will learn how to wrap the Cube [Chat API][ref-chat-api]
 as a tool for an external AI agent, enabling agent-to-agent analytics
 workflows.
diff --git a/docs-mintlify/recipes/configuration/custom-data-model-per-tenant.mdx b/docs-mintlify/recipes/configuration/custom-data-model-per-tenant.mdx
index 9ee5f8ca9a8bb..522da056a4d21 100644
--- a/docs-mintlify/recipes/configuration/custom-data-model-per-tenant.mdx
+++ b/docs-mintlify/recipes/configuration/custom-data-model-per-tenant.mdx
@@ -3,8 +3,6 @@ title: Providing a custom data model for each tenant
 description: We have multiple users and we would like them to have different data models. These data models can be completely different or have something in common.
 ---
 
-# Providing a custom data model for each tenant
-
 ## Use case
 
 We have multiple users and we would like them to have different data models.
diff --git a/docs-mintlify/recipes/configuration/data-store-cost-saving-guide.mdx b/docs-mintlify/recipes/configuration/data-store-cost-saving-guide.mdx
index 0b5fb7886a6d0..1a21474f3c78d 100644
--- a/docs-mintlify/recipes/configuration/data-store-cost-saving-guide.mdx
+++ b/docs-mintlify/recipes/configuration/data-store-cost-saving-guide.mdx
@@ -3,8 +3,6 @@ title: Optimizing data source usage
 description: Shrink warehouse spend by shaping how Cube hits upstream stores through pre-aggregations, refresh strategy, and workload-aware settings.
 ---
 
-# Optimizing data source usage
-
 As a semantic layer, Cube supports various [data
 sources][ref-config-data-sources], including cloud-based data warehouses and
 regular databases, and various [use cases][ref-intro] such as embedded analytics
diff --git a/docs-mintlify/recipes/configuration/environment-variables.mdx b/docs-mintlify/recipes/configuration/environment-variables.mdx
index 466462290574c..f560e9c504ff0 100644
--- a/docs-mintlify/recipes/configuration/environment-variables.mdx
+++ b/docs-mintlify/recipes/configuration/environment-variables.mdx
@@ -3,8 +3,6 @@ title: Referencing environment variables
 description: Read deployment secrets and tunables from environment variables inside Python config, JavaScript config, and data model code.
 ---
 
-# Referencing environment variables
-
 ## Use case
 
 We want to move important or frequently changing configuration values (e.g.,
diff --git a/docs-mintlify/recipes/configuration/multiple-sources-same-schema.mdx b/docs-mintlify/recipes/configuration/multiple-sources-same-schema.mdx
index 07d7ac8c884ec..19d32673364cb 100644
--- a/docs-mintlify/recipes/configuration/multiple-sources-same-schema.mdx
+++ b/docs-mintlify/recipes/configuration/multiple-sources-same-schema.mdx
@@ -3,8 +3,6 @@ title: Providing a custom data source for each tenant
 description: Route each tenant to its own physical database while reusing one data model by combining context IDs with a dynamic driver factory.
 ---
 
-# Providing a custom data source for each tenant
-
 ## Use case
 
 We need to access the data from different data sources for different tenants.
diff --git a/docs-mintlify/recipes/configuration/using-ssl-connections-to-data-source.mdx b/docs-mintlify/recipes/configuration/using-ssl-connections-to-data-source.mdx
index b545720338d98..1b7981eb5fa4f 100644
--- a/docs-mintlify/recipes/configuration/using-ssl-connections-to-data-source.mdx
+++ b/docs-mintlify/recipes/configuration/using-ssl-connections-to-data-source.mdx
@@ -3,8 +3,6 @@ title: Using SSL connections to a data source
 description: Enable TLS to upstream databases from Cube and, when required, inject custom CA bundles, client certificates, and private keys.
 ---
 
-# Using SSL connections to a data source
-
 ## Use case
 
 Cube supports SSL-encrypted connections to various data sources. Please check
diff --git a/docs-mintlify/recipes/core-data-api/api/cast-numerics.mdx b/docs-mintlify/recipes/core-data-api/cast-numerics.mdx
similarity index 99%
rename from docs-mintlify/recipes/core-data-api/api/cast-numerics.mdx
rename to docs-mintlify/recipes/core-data-api/cast-numerics.mdx
index 3957f5c925439..88800dc6301ac 100644
--- a/docs-mintlify/recipes/core-data-api/api/cast-numerics.mdx
+++ b/docs-mintlify/recipes/core-data-api/cast-numerics.mdx
@@ -3,8 +3,6 @@ title: Retrieving numeric values on the front-end
 description: Recipe for coercing REST numeric strings into JavaScript numbers on the client, including precision pitfalls and when casting is unsafe.
 ---
 
-# Retrieving numeric values on the front-end
-
 ## Use case
 
 The REST API returns numeric measure and dimension values as strings.
diff --git a/docs-mintlify/recipes/core-data-api/api/drilldowns.mdx b/docs-mintlify/recipes/core-data-api/drilldowns.mdx
similarity index 99%
rename from docs-mintlify/recipes/core-data-api/api/drilldowns.mdx
rename to docs-mintlify/recipes/core-data-api/drilldowns.mdx
index e66f051f64936..2cbb5ee767539 100644
--- a/docs-mintlify/recipes/core-data-api/api/drilldowns.mdx
+++ b/docs-mintlify/recipes/core-data-api/drilldowns.mdx
@@ -3,8 +3,6 @@ title: Drilldowns
 description: Configure measure drill members in the data model and invoke `ResultSet.drillDown()` to fetch detail rows behind an aggregate.
 ---
 
-# Drilldowns
-
 Drilldowns are a powerful feature to facilitate data exploration. It allows
 building an interface to let users dive deeper into visualizations and data
 tables. See [`ResultSet.drillDown()`][ref-cube-client-ref-resultset-drilldown]
diff --git a/docs-mintlify/recipes/core-data-api/api/getting-unique-values-for-a-field.mdx b/docs-mintlify/recipes/core-data-api/getting-unique-values-for-a-field.mdx
similarity index 98%
rename from docs-mintlify/recipes/core-data-api/api/getting-unique-values-for-a-field.mdx
rename to docs-mintlify/recipes/core-data-api/getting-unique-values-for-a-field.mdx
index 5f2e46d4c8adf..90769aa914c48 100644
--- a/docs-mintlify/recipes/core-data-api/api/getting-unique-values-for-a-field.mdx
+++ b/docs-mintlify/recipes/core-data-api/getting-unique-values-for-a-field.mdx
@@ -3,8 +3,6 @@ title: Getting unique values for a field
 description: Recipe for powering filter dropdowns by querying distinct dimension values from Cube’s data APIs on a users-by-city example.
 ---
 
-# Getting unique values for a field
-
 ## Use case
 
 We have a dashboard with information about the users, and we'd like to filter
diff --git a/docs-mintlify/recipes/core-data-api/api/pagination.mdx b/docs-mintlify/recipes/core-data-api/pagination.mdx
similarity index 98%
rename from docs-mintlify/recipes/core-data-api/api/pagination.mdx
rename to docs-mintlify/recipes/core-data-api/pagination.mdx
index 495fd6f73a8ba..0801a01c0d1db 100644
--- a/docs-mintlify/recipes/core-data-api/api/pagination.mdx
+++ b/docs-mintlify/recipes/core-data-api/pagination.mdx
@@ -3,8 +3,6 @@ title: Implementing pagination
 description: Recipe for paged tables over Cube queries using `limit`, `offset`, and deterministic ordering on a sample orders model.
 ---
 
-# Implementing pagination
-
 ## Use case
 
 We want to display a table of data with hundreds of rows. To make the table
diff --git a/docs-mintlify/recipes/core-data-api/api/real-time-data-fetch.mdx b/docs-mintlify/recipes/core-data-api/real-time-data-fetch.mdx
similarity index 98%
rename from docs-mintlify/recipes/core-data-api/api/real-time-data-fetch.mdx
rename to docs-mintlify/recipes/core-data-api/real-time-data-fetch.mdx
index 36dd30ab6210a..3f976822b003a 100644
--- a/docs-mintlify/recipes/core-data-api/api/real-time-data-fetch.mdx
+++ b/docs-mintlify/recipes/core-data-api/real-time-data-fetch.mdx
@@ -3,8 +3,6 @@ title: Real-Time data fetch in the REST API
 description: Recipe for live-updating dashboards using the REST API with WebSocket transport and `@cubejs-client` subscriptions.
 ---
 
-# Real-Time data fetch in the REST API
-
 ## Use case
 
 When building an embedded analytics application, you'd like to provide a real-time
diff --git a/docs-mintlify/recipes/core-data-api/api/sorting.mdx b/docs-mintlify/recipes/core-data-api/sorting.mdx
similarity index 95%
rename from docs-mintlify/recipes/core-data-api/api/sorting.mdx
rename to docs-mintlify/recipes/core-data-api/sorting.mdx
index 7634413805358..ff5f6d66d427b 100644
--- a/docs-mintlify/recipes/core-data-api/api/sorting.mdx
+++ b/docs-mintlify/recipes/core-data-api/sorting.mdx
@@ -3,11 +3,6 @@ title: Implementing custom sorting
 description: "In this recipe, you will learn how to sort the result set of a [query][ref-queries] by your custom criteria."
 ---
 
-# Implementing custom sorting
-
-In this recipe, you will learn how to sort the result set of a [query][ref-queries]
-by your custom criteria.
-
 ## Use case
 
 While [data APIs][ref-data-apis] provide built-in ways to sort the result set by
diff --git a/docs-mintlify/recipes/data-modeling/active-users.mdx b/docs-mintlify/recipes/data-modeling/active-users.mdx
index 75e8af4e378d6..a5048bc38f3d3 100644
--- a/docs-mintlify/recipes/data-modeling/active-users.mdx
+++ b/docs-mintlify/recipes/data-modeling/active-users.mdx
@@ -3,8 +3,6 @@ title: Daily, Weekly, Monthly Active Users (DAU, WAU, MAU)
 description: We want to know the customer engagement of our store. To do this, we need to use an Active Users metric.
 ---
 
-# Daily, Weekly, Monthly Active Users (DAU, WAU, MAU)
-
 ## Use case
 
 We want to know the customer engagement of our store. To do this, we need to use
diff --git a/docs-mintlify/recipes/data-modeling/cohort-retention.mdx b/docs-mintlify/recipes/data-modeling/cohort-retention.mdx
index cc7500310d0de..4a66106a37678 100644
--- a/docs-mintlify/recipes/data-modeling/cohort-retention.mdx
+++ b/docs-mintlify/recipes/data-modeling/cohort-retention.mdx
@@ -3,11 +3,6 @@ title: "Implementing retention analysis & cohorts"
 description: This is an advanced topic that assumes good, pre-existing knowledge of SQL and Cube.
 ---
 
-# Implementing retention analysis & cohorts
-
-This is an advanced topic that assumes good, pre-existing knowledge of SQL and
-Cube.
-
 Whether you’re selling groceries, financial services, or gym memberships,
 successful recruitment of new customers is only truly successful if they return
 to buy from you again. The metric that reflects this is called **retention**,
diff --git a/docs-mintlify/recipes/data-modeling/custom-calendar.mdx b/docs-mintlify/recipes/data-modeling/custom-calendar.mdx
index 797cab953db1d..83feec451415b 100644
--- a/docs-mintlify/recipes/data-modeling/custom-calendar.mdx
+++ b/docs-mintlify/recipes/data-modeling/custom-calendar.mdx
@@ -3,8 +3,6 @@ title: Implementing custom calendars
 description: Map fact tables to irregular retail or fiscal calendars—illustrated with the 4-5-4 pattern—using dedicated calendar cubes and proxy dimensions.
 ---
 
-# Implementing custom calendars
-
 This recipe explains the implementation of the [4-5-4 calendar][link-454], a common
 retail calendar used in the US and Canada. However, the same approach can be used
 to implement other custom calendars.
diff --git a/docs-mintlify/recipes/data-modeling/custom-granularity.mdx b/docs-mintlify/recipes/data-modeling/custom-granularity.mdx
index ec0fa6c759dd8..8902588acf910 100644
--- a/docs-mintlify/recipes/data-modeling/custom-granularity.mdx
+++ b/docs-mintlify/recipes/data-modeling/custom-granularity.mdx
@@ -3,11 +3,6 @@ title: Implementing custom time dimension granularities
 description: "This recipe shows examples of commonly used [custom granularities][ref-custom-granularities]."
 ---
 
-# Implementing custom time dimension granularities
-
-This recipe shows examples of commonly used [custom
-granularities][ref-custom-granularities].
-
 ## Use case
 
 Sometimes, you might need to group the result set by units of time that are
diff --git a/docs-mintlify/recipes/data-modeling/dbt.mdx b/docs-mintlify/recipes/data-modeling/dbt.mdx
index a5e3aac822e72..9966911fa6843 100644
--- a/docs-mintlify/recipes/data-modeling/dbt.mdx
+++ b/docs-mintlify/recipes/data-modeling/dbt.mdx
@@ -3,8 +3,6 @@ title: Using Cube with dbt
 description: Layer Cube cubes and views on dbt-built warehouse models, aligning documentation patterns with dimensions, measures, joins, and downstream APIs.
 ---
 
-# Using Cube with dbt
-
 [dbt][link-dbt-docs] is a popular data integration tool used by many Cube
 users to transform the data in the data warehouse before bringing it to the
 semantic layer.
diff --git a/docs-mintlify/recipes/data-modeling/designing-metrics.mdx b/docs-mintlify/recipes/data-modeling/designing-metrics.mdx
index ef7a6a27646a0..b4f6d0fc51e14 100644
--- a/docs-mintlify/recipes/data-modeling/designing-metrics.mdx
+++ b/docs-mintlify/recipes/data-modeling/designing-metrics.mdx
@@ -3,8 +3,6 @@ title: Designing metrics
 description: Compare entity-first and metrics-first ways to structure views and expose your semantic layer to BI tools, apps, and agents.
 ---
 
-# Designing metrics
-
 Cube is a dataset-centric semantic layer, where all primary objects (cubes and views)
 are table-like datasets. When designing how your semantic layer will be exposed and
 consumed by end users, you can follow either an [entity-first](#entity-first-approach)
diff --git a/docs-mintlify/recipes/data-modeling/dynamic-union-tables.mdx b/docs-mintlify/recipes/data-modeling/dynamic-union-tables.mdx
index 9273d7415d992..78f84ecc1d6f1 100644
--- a/docs-mintlify/recipes/data-modeling/dynamic-union-tables.mdx
+++ b/docs-mintlify/recipes/data-modeling/dynamic-union-tables.mdx
@@ -3,8 +3,6 @@ title: Using dynamic union tables
 description: Sometimes, you may have a lot of tables in a database, which actually relate to the same entity.
 ---
 
-# Using dynamic union tables
-
 ## Use case
 
 Sometimes, you may have a lot of tables in a database, which actually relate
diff --git a/docs-mintlify/recipes/data-modeling/entity-attribute-value.mdx b/docs-mintlify/recipes/data-modeling/entity-attribute-value.mdx
index 2d3e2c8429e6b..54b611e2be292 100644
--- a/docs-mintlify/recipes/data-modeling/entity-attribute-value.mdx
+++ b/docs-mintlify/recipes/data-modeling/entity-attribute-value.mdx
@@ -3,8 +3,6 @@ title: Implementing Entity-Attribute-Value Model (EAV)
 description: Shape sparse entity-attribute-value warehouse tables into queryable dimensions and joins while preserving flexibility across entities.
 ---
 
-# Implementing Entity-Attribute-Value Model (EAV)
-
 ## Use case
 
 We want to create a cube for a dataset which uses the
diff --git a/docs-mintlify/recipes/data-modeling/event-analytics.mdx b/docs-mintlify/recipes/data-modeling/event-analytics.mdx
index 10fbb48caf0e6..29a9e075b08dd 100644
--- a/docs-mintlify/recipes/data-modeling/event-analytics.mdx
+++ b/docs-mintlify/recipes/data-modeling/event-analytics.mdx
@@ -3,8 +3,6 @@ title: Implementing event analytics
 description: Turn raw clickstream events into session definitions and metrics you control, using SQL-based patterns that work across common event pipelines.
 ---
 
-# Implementing event analytics
-
 This tutorial walks through how to transform raw event data into sessions. Many
 “out-of-box” web analytics solutions come already prepackaged with sessions, but
 they work as a “black box.” It doesn’t give the user either insight into or
diff --git a/docs-mintlify/recipes/data-modeling/filtered-aggregates.mdx b/docs-mintlify/recipes/data-modeling/filtered-aggregates.mdx
index 3cfd9faf333cc..03953aed8a348 100644
--- a/docs-mintlify/recipes/data-modeling/filtered-aggregates.mdx
+++ b/docs-mintlify/recipes/data-modeling/filtered-aggregates.mdx
@@ -3,8 +3,6 @@ title: Calculating filtered aggregates
 description: Model cross-cube filters so measures aggregate facts in one entity while respecting dimensions and time bounds from related cubes.
 ---
 
-# Calculating filtered aggregates
-
 ## Use case
 
 Sometimes, there's a need to calculate an aggregation over facts in a joined cube that
diff --git a/docs-mintlify/recipes/data-modeling/funnels.mdx b/docs-mintlify/recipes/data-modeling/funnels.mdx
index 791fc6bbeb006..eb4ac12538925 100644
--- a/docs-mintlify/recipes/data-modeling/funnels.mdx
+++ b/docs-mintlify/recipes/data-modeling/funnels.mdx
@@ -3,8 +3,6 @@ title: Implementing funnel analysis
 description: Configure multi-step conversion funnels with the packaged Funnels helper in JavaScript data models for product and marketing analytics.
 ---
 
-# Implementing funnel analysis
-
 <Info>
 
 This functionality only works with data models written in JavaScript, not YAML.
diff --git a/docs-mintlify/recipes/data-modeling/nested-aggregates.mdx b/docs-mintlify/recipes/data-modeling/nested-aggregates.mdx
index 97e4ce4e43410..2d9c1253be9da 100644
--- a/docs-mintlify/recipes/data-modeling/nested-aggregates.mdx
+++ b/docs-mintlify/recipes/data-modeling/nested-aggregates.mdx
@@ -3,8 +3,6 @@ title: Calculating nested aggregates
 description: Express aggregates-of-aggregates—such as a median of per-group sums—by splitting inner and outer rollups across joined cubes and subquery dimensions.
 ---
 
-# Calculating nested aggregates
-
 ## Use case
 
 Sometimes, there's a need to calculate a double aggregation over a fact
diff --git a/docs-mintlify/recipes/data-modeling/passing-dynamic-parameters-in-a-query.mdx b/docs-mintlify/recipes/data-modeling/passing-dynamic-parameters-in-a-query.mdx
index 6ca4dc4bce3bb..e777e8765d4f9 100644
--- a/docs-mintlify/recipes/data-modeling/passing-dynamic-parameters-in-a-query.mdx
+++ b/docs-mintlify/recipes/data-modeling/passing-dynamic-parameters-in-a-query.mdx
@@ -3,8 +3,6 @@ title: Passing dynamic parameters in a query
 description: In some cases we may want to let a user select a filter value and be able to use that value in calculations without filtering the entire query.
 ---
 
-# Passing dynamic parameters in a query
-
 ## Use case
 
 In some cases we may want to let a user select a filter value and be able to 
diff --git a/docs-mintlify/recipes/data-modeling/percentiles.mdx b/docs-mintlify/recipes/data-modeling/percentiles.mdx
index d9caec2ef8538..d6ee76b622725 100644
--- a/docs-mintlify/recipes/data-modeling/percentiles.mdx
+++ b/docs-mintlify/recipes/data-modeling/percentiles.mdx
@@ -3,8 +3,6 @@ title: Calculating averages and percentiles
 description: Learn how to model and query percentile-based metrics alongside averages so skewed numeric distributions are represented accurately in Cube.
 ---
 
-# Calculating averages and percentiles
-
 ## Use case
 
 We want to understand the distribution of values for a certain numeric property
diff --git a/docs-mintlify/recipes/data-modeling/period-over-period.mdx b/docs-mintlify/recipes/data-modeling/period-over-period.mdx
index 20cf0e409895d..7e0178f5219bb 100644
--- a/docs-mintlify/recipes/data-modeling/period-over-period.mdx
+++ b/docs-mintlify/recipes/data-modeling/period-over-period.mdx
@@ -3,8 +3,6 @@ title: Calculating period-over-period changes
 description: Often, there's a need to calculate a period-over-period change in a metric, e.g., week-over-week or month-over-month growth of clicks, orders, revenue, etc.
 ---
 
-# Calculating period-over-period changes
-
 ## Use case
 
 Often, there's a need to calculate a period-over-period change in a
diff --git a/docs-mintlify/recipes/data-modeling/snapshots.mdx b/docs-mintlify/recipes/data-modeling/snapshots.mdx
index 4a2419d60539f..d0f2c7ba3e572 100644
--- a/docs-mintlify/recipes/data-modeling/snapshots.mdx
+++ b/docs-mintlify/recipes/data-modeling/snapshots.mdx
@@ -3,8 +3,6 @@ title: Implementing data snapshots
 description: Build point-in-time snapshots from change-history data so you can report the latest status of an entity as of any date.
 ---
 
-# Implementing data snapshots
-
 ## Use case
 
 For a dataset that contains a sequence of changes to a property over time, we
diff --git a/docs-mintlify/recipes/data-modeling/string-time-dimensions.mdx b/docs-mintlify/recipes/data-modeling/string-time-dimensions.mdx
index 2d435e0f1e955..694f83fe0586b 100644
--- a/docs-mintlify/recipes/data-modeling/string-time-dimensions.mdx
+++ b/docs-mintlify/recipes/data-modeling/string-time-dimensions.mdx
@@ -3,11 +3,6 @@ title: Working around string time dimensions
 description: "Cube always expects a timestamp with timezone (or compatible type) as an input to the [time dimension][ref-time-dimension]."
 ---
 
-# Working around string time dimensions
-
-Cube always expects a timestamp with timezone (or compatible type) as an
-input to the [time dimension][ref-time-dimension].
-
 However, there are a lot of cases when the underlying table's datetime
 information is stored as a string. Most SQL databases support datetime
 parsing which allows converting strings to timestamps. Let's consider an
diff --git a/docs-mintlify/recipes/data-modeling/style-guide.mdx b/docs-mintlify/recipes/data-modeling/style-guide.mdx
index 9c2aecaa60691..d90e4571373d8 100644
--- a/docs-mintlify/recipes/data-modeling/style-guide.mdx
+++ b/docs-mintlify/recipes/data-modeling/style-guide.mdx
@@ -3,10 +3,6 @@ title: Cube style guide
 description: This style guide includes best practices on data modeling in Cube.
 ---
 
-# Cube style guide
-
-This style guide includes best practices on data modeling in Cube.
-
 While Cube allows for certain flexibility with regards to data modeling,
 following this fairly opinionated style guide helps create maintainable semantic
 layers and reduce effort to support them in the long run.
diff --git a/docs-mintlify/recipes/data-modeling/using-dynamic-measures.mdx b/docs-mintlify/recipes/data-modeling/using-dynamic-measures.mdx
index c0ccddb510b1e..75ed985dd8399 100644
--- a/docs-mintlify/recipes/data-modeling/using-dynamic-measures.mdx
+++ b/docs-mintlify/recipes/data-modeling/using-dynamic-measures.mdx
@@ -3,8 +3,6 @@ title: Generating the data model dynamically
 description: Generate measures programmatically from changing reference data so distribution and percentage metrics stay in sync without hand-editing each value.
 ---
 
-# Generating the data model dynamically
-
 ## Use case
 
 Let's assume that we want to understand the distribution of orders by their statuses.
diff --git a/docs-mintlify/recipes/data-modeling/xirr.mdx b/docs-mintlify/recipes/data-modeling/xirr.mdx
index 57d67389a8c26..4528a7487e4be 100644
--- a/docs-mintlify/recipes/data-modeling/xirr.mdx
+++ b/docs-mintlify/recipes/data-modeling/xirr.mdx
@@ -3,8 +3,6 @@ title: Calculating the internal rate of return (XIRR)
 description: We'd like to calculate the internal rate of return (XIRR) for a schedule of cash flows that is not necessarily periodic.
 ---
 
-# Calculating the internal rate of return (XIRR)
-
 ## Use case
 
 We'd like to calculate the internal rate of return (XIRR) for a schedule of cash
diff --git a/docs-mintlify/recipes/pre-aggregations/disabling-pre-aggregations.mdx b/docs-mintlify/recipes/pre-aggregations/disabling-pre-aggregations.mdx
index 64bc2f9b4557f..47ba1b4644b9f 100644
--- a/docs-mintlify/recipes/pre-aggregations/disabling-pre-aggregations.mdx
+++ b/docs-mintlify/recipes/pre-aggregations/disabling-pre-aggregations.mdx
@@ -3,8 +3,6 @@ title: Disabling pre-aggregations
 description: "We want to disable [pre-aggregations][ref-pre-aggs] unless some condition is fulfilled, e.g., unless the deployment is running in a production environment."
 ---
 
-# Disabling pre-aggregations
-
 ## Use case
 
 We want to disable [pre-aggregations][ref-pre-aggs] unless some condition is
diff --git a/docs-mintlify/recipes/pre-aggregations/incrementally-building-pre-aggregations-for-a-date-range.mdx b/docs-mintlify/recipes/pre-aggregations/incrementally-building-pre-aggregations-for-a-date-range.mdx
index 073e2d5bb2c06..c137d2a9e45e0 100644
--- a/docs-mintlify/recipes/pre-aggregations/incrementally-building-pre-aggregations-for-a-date-range.mdx
+++ b/docs-mintlify/recipes/pre-aggregations/incrementally-building-pre-aggregations-for-a-date-range.mdx
@@ -3,8 +3,6 @@ title: Incrementally building pre-aggregations for a date range
 description: How to rebuild only the time-bounded partitions you need instead of refreshing an entire multi-year partitioned rollup.
 ---
 
-# Incrementally building pre-aggregations for a date range
-
 ## Use case
 
 In scenarios where a large dataset spanning multiple years is pre-aggregated
diff --git a/docs-mintlify/recipes/pre-aggregations/joining-multiple-data-sources.mdx b/docs-mintlify/recipes/pre-aggregations/joining-multiple-data-sources.mdx
index a5277b07f48be..c628b3025b827 100644
--- a/docs-mintlify/recipes/pre-aggregations/joining-multiple-data-sources.mdx
+++ b/docs-mintlify/recipes/pre-aggregations/joining-multiple-data-sources.mdx
@@ -3,8 +3,6 @@ title: Joining data from multiple data sources
 description: Cross-database rollup joins that relate entities living in different warehouses while keeping aggregation performant.
 ---
 
-# Joining data from multiple data sources
-
 ## Use case
 
 Let's imagine we store information about products and their suppliers in
diff --git a/docs-mintlify/recipes/pre-aggregations/non-additivity.mdx b/docs-mintlify/recipes/pre-aggregations/non-additivity.mdx
index 3152448c122b4..96c69367ee08b 100644
--- a/docs-mintlify/recipes/pre-aggregations/non-additivity.mdx
+++ b/docs-mintlify/recipes/pre-aggregations/non-additivity.mdx
@@ -3,8 +3,6 @@ title: Accelerating non-additive measures
 description: Modeling techniques so averages, distinct counts, and similar non-additive measures still benefit from pre-aggregation acceleration.
 ---
 
-# Accelerating non-additive measures
-
 ## Use case
 
 We want to run queries against
diff --git a/docs-mintlify/recipes/pre-aggregations/refreshing-select-partitions.mdx b/docs-mintlify/recipes/pre-aggregations/refreshing-select-partitions.mdx
index f37f3074a16da..fdf8cb76abd8e 100644
--- a/docs-mintlify/recipes/pre-aggregations/refreshing-select-partitions.mdx
+++ b/docs-mintlify/recipes/pre-aggregations/refreshing-select-partitions.mdx
@@ -3,8 +3,6 @@ title: Refreshing select partitions
 description: Partition-level refresh patterns using refresh_key and FILTER_PARAMS when dimension values change long after the fact.
 ---
 
-# Refreshing select partitions
-
 ## Use case
 
 We have a dataset with orders and we want to aggregate data while having decent
diff --git a/docs-mintlify/recipes/pre-aggregations/using-originalsql-and-rollups-effectively.mdx b/docs-mintlify/recipes/pre-aggregations/using-originalsql-and-rollups-effectively.mdx
index 61639e3445179..4b913b44de122 100644
--- a/docs-mintlify/recipes/pre-aggregations/using-originalsql-and-rollups-effectively.mdx
+++ b/docs-mintlify/recipes/pre-aggregations/using-originalsql-and-rollups-effectively.mdx
@@ -3,8 +3,6 @@ title: "Using `original_sql` and `rollup` pre-aggregations effectively"
 description: Recipe for materializing expensive cube SQL once with original_sql, then reusing it across rollup pre-aggregations and ad hoc queries.
 ---
 
-# Using `original_sql` and `rollup` pre-aggregations effectively
-
 ## Use case
 
 You can use the [`sql` parameter][ref-cube-sql] to define [cubes][ref-cubes]
diff --git a/docs-mintlify/reference/configuration/config.mdx b/docs-mintlify/reference/configuration/config.mdx
index 97513ddb9fdb7..95dd1bf99242a 100644
--- a/docs-mintlify/reference/configuration/config.mdx
+++ b/docs-mintlify/reference/configuration/config.mdx
@@ -3,11 +3,6 @@ title: Configuration options
 description: "Following [configuration options][ref-config-options] can be defined either using Python, in a cube.py file, or using JavaScript, in a cube.js file."
 ---
 
-# Configuration options
-
-Following [configuration options][ref-config-options] can be defined either
-using Python, in a `cube.py` file, or using JavaScript, in a `cube.js` file.
-
 <Info>
 
 Note that configuration options follow the [snake case][link-snake-case]
diff --git a/docs-mintlify/reference/configuration/environment-variables.mdx b/docs-mintlify/reference/configuration/environment-variables.mdx
index 5f30a6c51f0dd..5e22424f4ebe2 100644
--- a/docs-mintlify/reference/configuration/environment-variables.mdx
+++ b/docs-mintlify/reference/configuration/environment-variables.mdx
@@ -3,8 +3,6 @@ title: Environment variables
 description: "To see a complete list of environment variables for a specific data source, please check the relevant page on [Connecting to Data Sources][ref-config-db]."
 ---
 
-# Environment variables
-
 <Info>
 
 To see a complete list of environment variables for a specific data source,
diff --git a/docs-mintlify/reference/control-plane-api.mdx b/docs-mintlify/reference/control-plane-api.mdx
index fb995f5cbd030..6d1d183700eb9 100644
--- a/docs-mintlify/reference/control-plane-api.mdx
+++ b/docs-mintlify/reference/control-plane-api.mdx
@@ -3,8 +3,6 @@ title: Control Plane API
 description: REST surface for automating Cube Cloud deployments, environments, and JWT issuance for Core Data API access.
 ---
 
-# Control Plane API
-
 Control Plane API enables programmatic management of [deployments][ref-deployments]
 and [environments][ref-environments] in Cube Cloud. You can use it to list
 deployments, manage environments, and generate JWT tokens for accessing
diff --git a/docs-mintlify/reference/core-data-apis/dax-api/reference.mdx b/docs-mintlify/reference/core-data-apis/dax-api/reference.mdx
index 525bf4f5bae44..a3ac126b778a6 100644
--- a/docs-mintlify/reference/core-data-apis/dax-api/reference.mdx
+++ b/docs-mintlify/reference/core-data-apis/dax-api/reference.mdx
@@ -3,10 +3,6 @@ title: DAX API reference
 description: "The [DAX API][ref-dax-api] supports the following functions."
 ---
 
-# DAX API reference
-
-The [DAX API][ref-dax-api] supports the following [functions](#dax-functions).
-
 <Info>
 
 If you'd like to propose a function to be supported in the DAX API,
diff --git a/docs-mintlify/reference/core-data-apis/graphql-api/reference.mdx b/docs-mintlify/reference/core-data-apis/graphql-api/reference.mdx
index e0d4db0be7eb8..1528f600b79a9 100644
--- a/docs-mintlify/reference/core-data-apis/graphql-api/reference.mdx
+++ b/docs-mintlify/reference/core-data-apis/graphql-api/reference.mdx
@@ -3,8 +3,6 @@ title: GraphQL API reference
 description: "[GraphQL API][ref-graphql-api] supports the following requests and parameters."
 ---
 
-# GraphQL API reference
-
 [GraphQL API][ref-graphql-api] supports the following requests and parameters.
 
 ## `cube`
diff --git a/docs-mintlify/reference/core-data-apis/mdx-api.mdx b/docs-mintlify/reference/core-data-apis/mdx-api.mdx
index 68b5b91c70c66..68aa0ea6e84e8 100644
--- a/docs-mintlify/reference/core-data-apis/mdx-api.mdx
+++ b/docs-mintlify/reference/core-data-apis/mdx-api.mdx
@@ -3,8 +3,6 @@ title: MDX API
 description: XMLA/MDX connectivity for Windows Excel PivotTables against Cube Cloud, with preview availability and Enterprise hosting requirements.
 ---
 
-# MDX API
-
 The MDX API enables Cube to connect to [Microsoft Excel][ref-excel]. It derives
 its name from [multidimensional data expressions][link-mdx], a query language
 for OLAP in the Microsoft ecosystem.
diff --git a/docs-mintlify/reference/core-data-apis/queries.mdx b/docs-mintlify/reference/core-data-apis/queries.mdx
index acb4abfca8201..569fbe72f679b 100644
--- a/docs-mintlify/reference/core-data-apis/queries.mdx
+++ b/docs-mintlify/reference/core-data-apis/queries.mdx
@@ -3,8 +3,6 @@ title: Querying data APIs
 description: Cross-cutting query behavior in Cube—default ordering and limits, query kinds, and how REST, GraphQL, and SQL APIs interpret them.
 ---
 
-# Querying data APIs
-
 After creating a [data model][ref-data-model], you would like to *ask questions
 to it*, i.e., run queries against this data model. This page describes the common
 concepts of querying Cube through its [data APIs][ref-apis].
diff --git a/docs-mintlify/reference/core-data-apis/rest-api/query-format.mdx b/docs-mintlify/reference/core-data-apis/rest-api/query-format.mdx
index fb57a963201cf..9d8e7520e66b8 100644
--- a/docs-mintlify/reference/core-data-apis/rest-api/query-format.mdx
+++ b/docs-mintlify/reference/core-data-apis/rest-api/query-format.mdx
@@ -3,8 +3,6 @@ title: Query format in the REST API
 description: Field-by-field guide to REST `/load` query JSON, including members, filters, time dimensions, limits, totals, and data blending arrays.
 ---
 
-# Query format in the REST API
-
 Queries to the REST API are plain JavaScript objects, describing an analytics
 query. The basic elements of a query (query members) are `measures`, `dimensions`,
 and `segments`.
diff --git a/docs-mintlify/reference/core-data-apis/rest-api/reference.mdx b/docs-mintlify/reference/core-data-apis/rest-api/reference.mdx
index ec5d7bb80b317..27ca1a7ba97ff 100644
--- a/docs-mintlify/reference/core-data-apis/rest-api/reference.mdx
+++ b/docs-mintlify/reference/core-data-apis/rest-api/reference.mdx
@@ -3,10 +3,6 @@ title: REST API reference
 description: "The [REST API][ref-rest-api] provides the following endpoints."
 ---
 
-# REST API reference
-
-The [REST API][ref-rest-api] provides the following endpoints.
-
 <Info>
 
 The `{base_path}` part of the endpoint URLs can be [configured][ref-basepath].
diff --git a/docs-mintlify/reference/core-data-apis/sql-api/joins.mdx b/docs-mintlify/reference/core-data-apis/sql-api/joins.mdx
index 75aa158f43134..3e2061a9850ac 100644
--- a/docs-mintlify/reference/core-data-apis/sql-api/joins.mdx
+++ b/docs-mintlify/reference/core-data-apis/sql-api/joins.mdx
@@ -3,8 +3,6 @@ title: Joins in the SQL API
 description: "The best practice is to use [views][ref-views] to specify explicit [join paths][ref-join-paths] for SQL API queries."
 ---
 
-# Joins in the SQL API
-
 ## Views
 
 The best practice is to use [views][ref-views] to specify explicit [join
diff --git a/docs-mintlify/reference/core-data-apis/sql-api/query-format.mdx b/docs-mintlify/reference/core-data-apis/sql-api/query-format.mdx
index bebb56daa9711..4ffb6d7cc23e6 100644
--- a/docs-mintlify/reference/core-data-apis/sql-api/query-format.mdx
+++ b/docs-mintlify/reference/core-data-apis/sql-api/query-format.mdx
@@ -3,11 +3,6 @@ title: Query format in the SQL API
 description: SQL API runs queries in the Postgres dialect that can reference those tables and columns.
 ---
 
-# Query format in the SQL API
-
-SQL API runs queries in the Postgres dialect that can
-reference those tables and columns.
-
 The SQL API is able to execute [regular queries][ref-regular-queries], [queries with
 post-processing][ref-queries-wpp] and [queries with pushdown][ref-queries-wpd]. This page
 explains their format and details if they are handled differently by the SQL API.
diff --git a/docs-mintlify/reference/core-data-apis/sql-api/reference.mdx b/docs-mintlify/reference/core-data-apis/sql-api/reference.mdx
index a31121b934ff8..442f3033e8d80 100644
--- a/docs-mintlify/reference/core-data-apis/sql-api/reference.mdx
+++ b/docs-mintlify/reference/core-data-apis/sql-api/reference.mdx
@@ -3,8 +3,6 @@ title: SQL API reference
 description: "[SQL API][ref-sql-api] supports the following commands as well as functions and operators."
 ---
 
-# SQL API reference
-
 [SQL API][ref-sql-api] supports the following [commands](#sql-commands) as well
 as [functions and operators](#sql-functions-and-operators).
 
diff --git a/docs-mintlify/reference/core-data-apis/sql-api/security.mdx b/docs-mintlify/reference/core-data-apis/sql-api/security.mdx
index e0f39a3e28eaf..e800b6ffb05b2 100644
--- a/docs-mintlify/reference/core-data-apis/sql-api/security.mdx
+++ b/docs-mintlify/reference/core-data-apis/sql-api/security.mdx
@@ -3,8 +3,6 @@ title: Authentication and Authorization
 description: Harden the SQL API with `checkSqlAuth`, per-user passwords, security-context switching, and row-level enforcement hooks.
 ---
 
-# Authentication and Authorization
-
 Cube can be configured with dynamic username & password verification system by
 setting a [`checkSqlAuth()`][ref-config-check-sql-auth] function in the
 configuration file. This function should verify username and return
diff --git a/docs-mintlify/reference/data-modeling/context-variables.mdx b/docs-mintlify/reference/data-modeling/context-variables.mdx
index 86fa676a025bb..bd89de78309ce 100644
--- a/docs-mintlify/reference/data-modeling/context-variables.mdx
+++ b/docs-mintlify/reference/data-modeling/context-variables.mdx
@@ -1,13 +1,8 @@
 ---
 title: Context variables
-description: "You can use the following context variables within [cube][ref-ref-cubes] definitions:"
+description: Context variables like CUBE, FILTER_PARAMS, SQL_UTILS, and COMPILE_CONTEXT are available within cube definitions for dynamic SQL and model generation.
 ---
 
-# Context variables
-
-You can use the following context variables within [cube][ref-ref-cubes]
-definitions:
-
 - [`CUBE`](#cube) for [referencing members][ref-syntax-references] of the same cube.
 - [`FILTER_PARAMS`](#filter_params) and [`FILTER_GROUP`](#filter_group) for optimizing generated SQL queries.
 - [`SQL_UTILS`](#sql_utils) for time zone conversion.
diff --git a/docs-mintlify/reference/data-modeling/cube-package.mdx b/docs-mintlify/reference/data-modeling/cube-package.mdx
index 70d33e3b0c4ed..1e6cc3a540dab 100644
--- a/docs-mintlify/reference/data-modeling/cube-package.mdx
+++ b/docs-mintlify/reference/data-modeling/cube-package.mdx
@@ -1,10 +1,8 @@
 ---
 title: "`cube` package"
-description: Python `cube` package reference for `cube.py`—wiring config, Jinja context, and hooks that run alongside YAML models.
+description: The cube Python package provides tools for setting configuration options and the Jinja template context for YAML data models.
 ---
 
-# `cube` package
-
 `cube` package contains tools for setting [configuration
 options][ref-config-options] and providing the Jinja template context for
 the data model in [YAML][ref-model-syntax].
diff --git a/docs-mintlify/reference/data-modeling/cube.mdx b/docs-mintlify/reference/data-modeling/cube.mdx
index 1908134fa46c7..74563c180276e 100644
--- a/docs-mintlify/reference/data-modeling/cube.mdx
+++ b/docs-mintlify/reference/data-modeling/cube.mdx
@@ -1,12 +1,8 @@
 ---
 title: Cubes
-description: A cube represents a table of data in Cube.
+description: Cubes represent tables of data. Each cube contains measures, dimensions, joins, pre-aggregations, and access policies.
 ---
 
-# Cubes
-
-A `cube` represents a table of data in Cube.
-
 Cubes are typically declared in separate files with one cube per file.
 Within each cube are definitions of [measures][ref-ref-measures],
 [dimensions][ref-ref-dimensions], [hierarchies][ref-ref-hierarchies],
diff --git a/docs-mintlify/reference/data-modeling/cube_dbt.mdx b/docs-mintlify/reference/data-modeling/cube_dbt.mdx
index 63845b9c38806..2778ed642b9e0 100644
--- a/docs-mintlify/reference/data-modeling/cube_dbt.mdx
+++ b/docs-mintlify/reference/data-modeling/cube_dbt.mdx
@@ -1,10 +1,8 @@
 ---
 title: "`cube_dbt` package"
-description: Python `cube_dbt` API for reading dbt artifacts and generating Cube YAML from dbt model metadata in managed workflows.
+description: cube_dbt is a Python package for loading dbt project metadata and generating Cube data models from dbt models.
 ---
 
-# `cube_dbt` package
-
 `cube_dbt` package simplifies defining the data model in the semantic layer
 on top of [dbt][link-dbt-docs] models. It provides convenient tools for
 loading the metadata of a dbt project, inspecting dbt models, and rendering
diff --git a/docs-mintlify/reference/data-modeling/data-access-policies.mdx b/docs-mintlify/reference/data-modeling/data-access-policies.mdx
index 1adfa5152e718..35ec2c6a7557f 100644
--- a/docs-mintlify/reference/data-modeling/data-access-policies.mdx
+++ b/docs-mintlify/reference/data-modeling/data-access-policies.mdx
@@ -1,13 +1,8 @@
 ---
 title: Access policies
-description: "You can use the access_policy parameter within [cubes][ref-ref-cubes] and [views][ref-ref-views] to configure [access policies][ref-dap] for them."
+description: Access policies control row-level and member-level security on cubes and views, restricting what data users can see.
 ---
 
-# Access policies
-
-You can use the `access_policy` parameter within [cubes][ref-ref-cubes] and [views][ref-ref-views]
-to configure [access policies][ref-dap] for them.
-
 ## Parameters
 
 The `access_policy` parameter should define a list of access policies. Each policy
diff --git a/docs-mintlify/reference/data-modeling/dimensions.mdx b/docs-mintlify/reference/data-modeling/dimensions.mdx
index 661702f63a41d..231b1aef3d340 100644
--- a/docs-mintlify/reference/data-modeling/dimensions.mdx
+++ b/docs-mintlify/reference/data-modeling/dimensions.mdx
@@ -1,10 +1,8 @@
 ---
 title: Dimensions
-description: Reference for every dimension option on a cube—identifiers, SQL, types, formatting, and hierarchy membership.
+description: Dimensions are attributes related to measures, such as country, age, or occupation. They support various types, formatting, and hierarchy membership.
 ---
 
-# Dimensions
-
 You can use the `dimensions` parameter within [cubes][ref-ref-cubes] to define dimensions.
 You can think about a dimension as an attribute related to a measure, e.g. the measure `user_count`
 can have dimensions like `country`, `age`, `occupation`, etc.
diff --git a/docs-mintlify/reference/data-modeling/hierarchies.mdx b/docs-mintlify/reference/data-modeling/hierarchies.mdx
index 2557482c33ea1..6a6c2a15be7ba 100644
--- a/docs-mintlify/reference/data-modeling/hierarchies.mdx
+++ b/docs-mintlify/reference/data-modeling/hierarchies.mdx
@@ -1,10 +1,8 @@
 ---
 title: Hierarchies
-description: Reference for ordering dimensions into named hierarchies so clients can drill and roll through levels where integrations support it.
+description: Hierarchies group dimensions into levels of granularity, allowing users to drill down or roll up for analysis.
 ---
 
-# Hierarchies
-
 You can use the `hierarchies` parameter within [cubes][ref-ref-cubes] to define hierarchies.
 You can think about a hierarchy as a means to group [dimensions][ref-ref-dimensions] together and organize
 them into levels of granularity, allowing users to drill down or roll up for analysis.
diff --git a/docs-mintlify/reference/data-modeling/joins.mdx b/docs-mintlify/reference/data-modeling/joins.mdx
index 472cd31da1bce..0931b6bd053ba 100644
--- a/docs-mintlify/reference/data-modeling/joins.mdx
+++ b/docs-mintlify/reference/data-modeling/joins.mdx
@@ -1,10 +1,8 @@
 ---
 title: Joins
-description: Reference for declaring inter-cube joins with cardinality, SQL conditions, and options that shape multi-cube query plans.
+description: Joins define relationships between cubes, allowing you to access and compare members from multiple cubes at the same time.
 ---
 
-# Joins
-
 You can use the `joins` parameter within [cubes][ref-ref-cubes] to define joins to other cubes.
 Joins allow to access and compare members from two or more cubes at the same time.
 
diff --git a/docs-mintlify/reference/data-modeling/lkml2cube.mdx b/docs-mintlify/reference/data-modeling/lkml2cube.mdx
index f2b75522a36af..31b14f77aea6a 100644
--- a/docs-mintlify/reference/data-modeling/lkml2cube.mdx
+++ b/docs-mintlify/reference/data-modeling/lkml2cube.mdx
@@ -1,10 +1,8 @@
 ---
 title: "`lkml2cube` package"
-description: Command-line and package usage for translating LookML projects into Cube cubes and views during a Looker-to-Cube migration.
+description: lkml2cube is a command-line tool for converting LookML models into Cube data models during a Looker-to-Cube migration.
 ---
 
-# `lkml2cube` package
-
 `lkml2cube` package facilitates the migration from [Looker][link-looker]
 to Cube. It provides a convenient command-line tool for converting
 [LookML][link-lookml] models into the Cube data model.
diff --git a/docs-mintlify/reference/data-modeling/measures.mdx b/docs-mintlify/reference/data-modeling/measures.mdx
index e54aad197312a..b54bb4db609c4 100644
--- a/docs-mintlify/reference/data-modeling/measures.mdx
+++ b/docs-mintlify/reference/data-modeling/measures.mdx
@@ -1,10 +1,8 @@
 ---
 title: Measures
-description: Reference for measure definitions—aggregation types, SQL, filters, time grains, and advanced options like rolling windows.
+description: Measures are aggregations over columns in your database table, supporting types like count, sum, avg, rolling windows, and more.
 ---
 
-# Measures
-
 You can use the `measures` parameter within [cubes][ref-ref-cubes] to define measures.
 Each measure is an aggregation over a certain column in your database table.
 
diff --git a/docs-mintlify/reference/data-modeling/pre-aggregations.mdx b/docs-mintlify/reference/data-modeling/pre-aggregations.mdx
index b2efa80b1bcea..e46154e49afa6 100644
--- a/docs-mintlify/reference/data-modeling/pre-aggregations.mdx
+++ b/docs-mintlify/reference/data-modeling/pre-aggregations.mdx
@@ -1,13 +1,8 @@
 ---
 title: Pre-aggregations
-description: "You can use the pre_aggregations parameter within [cubes][ref-ref-cubes] to define [pre-aggregations][ref-pre-aggs]."
+description: Pre-aggregations are materialized summaries of data that accelerate query performance by pre-computing results.
 ---
 
-# Pre-aggregations
-
-You can use the `pre_aggregations` parameter within [cubes][ref-ref-cubes] to define
-[pre-aggregations][ref-pre-aggs].
-
 Pre-aggregations must have, at minimum, a [name](#name) and a [type](#type).
 Pre-aggregations must include all dimensions and measures you will query with.
 
diff --git a/docs-mintlify/reference/data-modeling/segments.mdx b/docs-mintlify/reference/data-modeling/segments.mdx
index 996edfd5c4ab7..5b51206f6a3f2 100644
--- a/docs-mintlify/reference/data-modeling/segments.mdx
+++ b/docs-mintlify/reference/data-modeling/segments.mdx
@@ -1,10 +1,8 @@
 ---
 title: Segments
-description: Reference for named, reusable SQL predicates on cubes that package common filter logic for queries and tooling.
+description: Segments are predefined, reusable filters that package common SQL predicates for use in queries and tooling.
 ---
 
-# Segments
-
 You can use the `segments` parameter within [cubes][ref-ref-cubes] to define segments.
 Segments are predefined filters. You can use segments to define complex filtering logic in SQL.
 
diff --git a/docs-mintlify/reference/data-modeling/view.mdx b/docs-mintlify/reference/data-modeling/view.mdx
index 81905e36401a5..3d3b515503391 100644
--- a/docs-mintlify/reference/data-modeling/view.mdx
+++ b/docs-mintlify/reference/data-modeling/view.mdx
@@ -1,10 +1,8 @@
 ---
 title: Views
-description: Reference for views as curated compositions of cube members that simplify consumption and clarify join paths for downstream tools.
+description: Views are curated compositions of cube members that simplify consumption and clarify join paths for downstream tools.
 ---
 
-# Views
-
 Views sit on top of the data graph of [cubes][ref-ref-cubes] and create a facade of your whole
 data model with which data consumers can interact. They are useful for defining
 metrics, managing governance and data access, and controlling ambiguous join
diff --git a/docs-mintlify/reference/embed-apis/chat-api.mdx b/docs-mintlify/reference/embed-apis/chat-api.mdx
index 29781cf26755f..66e23df32ce05 100644
--- a/docs-mintlify/reference/embed-apis/chat-api.mdx
+++ b/docs-mintlify/reference/embed-apis/chat-api.mdx
@@ -3,10 +3,6 @@ title: Chat API
 description: The Chat API enables real-time conversations with AI agents for analytics and data exploration.
 ---
 
-# Chat API
-
-The Chat API enables real-time conversations with AI agents for analytics and data exploration.
-
 <Info>
 
 The Chat API is available on [Premium and Enterprise plans](https://cube.dev/pricing).
diff --git a/docs-mintlify/reference/embed-apis/generate-session.mdx b/docs-mintlify/reference/embed-apis/generate-session.mdx
index ef0b39f63f5ae..4819a33421969 100644
--- a/docs-mintlify/reference/embed-apis/generate-session.mdx
+++ b/docs-mintlify/reference/embed-apis/generate-session.mdx
@@ -3,8 +3,6 @@ title: Generate Session
 description: HTTP reference for minting short-lived embed sessions that authorize external viewers under signed embedding without sharing API keys.
 ---
 
-# Generate Session
-
 The Generate Session API provides secure, session-based authentication for [signed embedding][ref-signed-embedding]. This API creates temporary sessions that allow external users to access embedded dashboards and visualizations without exposing your API keys.
 
 <Info>
diff --git a/docs-mintlify/reference/javascript-sdk/angular.mdx b/docs-mintlify/reference/javascript-sdk/angular.mdx
index 8bfc5885085ed..3877c108c3114 100644
--- a/docs-mintlify/reference/javascript-sdk/angular.mdx
+++ b/docs-mintlify/reference/javascript-sdk/angular.mdx
@@ -3,11 +3,6 @@ title: Angular
 description: Cube is visualization-agnostic, so you can build any user interface for your application.
 ---
 
-# Angular
-
-Cube is visualization-agnostic, so you can build any user interface for your
-application.
-
 You can directly query Cube using the
 JSON [query format](/reference/rest-api/query-format) via the [REST API](/reference/rest-api/reference)
 or
diff --git a/docs-mintlify/reference/javascript-sdk/react.mdx b/docs-mintlify/reference/javascript-sdk/react.mdx
index a39ff2f93b27b..9b7e1aef1c8d1 100644
--- a/docs-mintlify/reference/javascript-sdk/react.mdx
+++ b/docs-mintlify/reference/javascript-sdk/react.mdx
@@ -3,11 +3,6 @@ title: React
 description: Cube is visualization-agnostic, so you can build any user interface for your application.
 ---
 
-# React
-
-Cube is visualization-agnostic, so you can build any user interface for your
-application.
-
 You can directly query Cube using the
 JSON [query format](/reference/rest-api/query-format) via the [REST API](/reference/rest-api/reference)
 or
diff --git a/docs-mintlify/reference/javascript-sdk/reference/cubejs-client-core.mdx b/docs-mintlify/reference/javascript-sdk/reference/cubejs-client-core.mdx
index a8f14d1dc0c38..34e3611273373 100644
--- a/docs-mintlify/reference/javascript-sdk/reference/cubejs-client-core.mdx
+++ b/docs-mintlify/reference/javascript-sdk/reference/cubejs-client-core.mdx
@@ -3,10 +3,6 @@ title: "`@cubejs-client/core`"
 description: Vanilla JavaScript client for Cube.
 ---
 
-# `@cubejs-client/core`
-
-Vanilla JavaScript client for Cube.
-
 ## `cube`
 
 >  **cube**(**apiToken**: string |  () => *Promise‹string›*, **options**: [CubeApiOptions](#types-cube-js-api-options)): *[CubeApi](#cube-api)*
diff --git a/docs-mintlify/reference/javascript-sdk/reference/cubejs-client-ngx.mdx b/docs-mintlify/reference/javascript-sdk/reference/cubejs-client-ngx.mdx
index 087b4844bac82..3ada4c073bd8e 100644
--- a/docs-mintlify/reference/javascript-sdk/reference/cubejs-client-ngx.mdx
+++ b/docs-mintlify/reference/javascript-sdk/reference/cubejs-client-ngx.mdx
@@ -3,11 +3,6 @@ title: "`@cubejs-client/ngx`"
 description: "@cubejs-client/ngx provides Angular Module for easy integration Cube into an Angular app."
 ---
 
-# `@cubejs-client/ngx`
-
-`@cubejs-client/ngx` provides Angular Module for easy integration Cube into an
-Angular app.
-
 ## Installation
 
 First, install `@cubejs-client/ngx` using npm or yarn:
diff --git a/docs-mintlify/reference/javascript-sdk/reference/cubejs-client-react.mdx b/docs-mintlify/reference/javascript-sdk/reference/cubejs-client-react.mdx
index 2de52ab1bc64d..ded9235acd5e1 100644
--- a/docs-mintlify/reference/javascript-sdk/reference/cubejs-client-react.mdx
+++ b/docs-mintlify/reference/javascript-sdk/reference/cubejs-client-react.mdx
@@ -3,10 +3,6 @@ title: "`@cubejs-client/react`"
 description: "@cubejs-client/react provides React Components for easy Cube integration in a React app."
 ---
 
-# `@cubejs-client/react`
-
-`@cubejs-client/react` provides React Components for easy Cube integration in a React app.
-
 ## `useCubeQuery`
 
 >  **useCubeQuery**‹**TData**›(**query**: Query | Query[], **options?**: [UseCubeQueryOptions](#usecubequeryoptions)): *[UseCubeQueryResult](#usecubequeryresulttquery-tdata)‹Query, TData›*
diff --git a/docs-mintlify/reference/javascript-sdk/reference/cubejs-client-vue.mdx b/docs-mintlify/reference/javascript-sdk/reference/cubejs-client-vue.mdx
index ab5ed99baa47b..7f497338e75ca 100644
--- a/docs-mintlify/reference/javascript-sdk/reference/cubejs-client-vue.mdx
+++ b/docs-mintlify/reference/javascript-sdk/reference/cubejs-client-vue.mdx
@@ -3,11 +3,6 @@ title: "`@cubejs-client/vue3`"
 description: "@cubejs-client/vue3 provides Vue Components to easily integrate Cube within a Vue.js app."
 ---
 
-# `@cubejs-client/vue3`
-
-`@cubejs-client/vue3` provides Vue Components to easily integrate Cube within a
-Vue.js app.
-
 ## QueryBuilder
 
 `<QueryBuilder />` is used to build interactive analytics query builders. It
diff --git a/docs-mintlify/reference/javascript-sdk/reference/cubejs-client-ws-transport.mdx b/docs-mintlify/reference/javascript-sdk/reference/cubejs-client-ws-transport.mdx
index 63f473acc9c90..3e4142c616c96 100644
--- a/docs-mintlify/reference/javascript-sdk/reference/cubejs-client-ws-transport.mdx
+++ b/docs-mintlify/reference/javascript-sdk/reference/cubejs-client-ws-transport.mdx
@@ -3,10 +3,6 @@ title: "`@cubejs-client/ws-transport`"
 description: WebSocket transport for Cube client
 ---
 
-# `@cubejs-client/ws-transport`
-
-WebSocket transport for Cube client
-
 ## `WebSocketTransport`
 
 ### constructor
diff --git a/docs-mintlify/reference/javascript-sdk/vue.mdx b/docs-mintlify/reference/javascript-sdk/vue.mdx
index 4ccf86568d427..821de9f9216a8 100644
--- a/docs-mintlify/reference/javascript-sdk/vue.mdx
+++ b/docs-mintlify/reference/javascript-sdk/vue.mdx
@@ -3,11 +3,6 @@ title: Vue
 description: Cube is visualization-agnostic, so you can build any user interface for your application.
 ---
 
-# Vue
-
-Cube is visualization-agnostic, so you can build any user interface for your
-application.
-
 You can directly query Cube using the
 JSON [query format](/reference/rest-api/query-format) via the [REST API](/reference/rest-api/reference)
 or
diff --git a/docs-mintlify/reference/mcp-server.mdx b/docs-mintlify/reference/mcp-server.mdx
index 5b3721a40c9cc..2646cf50110a2 100644
--- a/docs-mintlify/reference/mcp-server.mdx
+++ b/docs-mintlify/reference/mcp-server.mdx
@@ -3,8 +3,6 @@ title: MCP server
 description: Connect MCP-aware assistants to Cube through a hosted HTTPS endpoint with OAuth, admin defaults, and no local bridge process.
 ---
 
-# MCP server
-
 Cube MCP (Model Context Protocol) lets MCP-compatible AI clients connect to Cube over HTTPS using OAuth. You don’t need to run a local MCP server or manage API keys.
 
 <Info>
diff --git a/docs-mintlify/reference/orchestration-api/airflow.mdx b/docs-mintlify/reference/orchestration-api/airflow.mdx
index 1dfc3fa07eaa3..dc6ba2887cece 100644
--- a/docs-mintlify/reference/orchestration-api/airflow.mdx
+++ b/docs-mintlify/reference/orchestration-api/airflow.mdx
@@ -3,8 +3,6 @@ title: Integration with Apache Airflow
 description: Pair Airflow (including Astro) with Cube using `airflow-provider-cube` operators for loads, pre-aggregations, and orchestration triggers.
 ---
 
-# Integration with Apache Airflow
-
 [Apache Airflow][airflow] is a popular open-source workflow scheduler commonly
 used for data orchestration. [Astro][astro] is a fully managed service for
 Airflow by [Astronomer][astro].
diff --git a/docs-mintlify/reference/orchestration-api/dagster.mdx b/docs-mintlify/reference/orchestration-api/dagster.mdx
index a9c40b20350d1..98d35b3a346dc 100644
--- a/docs-mintlify/reference/orchestration-api/dagster.mdx
+++ b/docs-mintlify/reference/orchestration-api/dagster.mdx
@@ -3,8 +3,6 @@ title: Integration with Dagster
 description: "[Dagster][dagster] is a popular open-source data pipeline orchestrator. [Dagster Cloud][dagster-cloud] is a fully managed service for Dagster."
 ---
 
-# Integration with Dagster
-
 [Dagster][dagster] is a popular open-source data pipeline orchestrator. [Dagster
 Cloud][dagster-cloud] is a fully managed service for Dagster.
 
diff --git a/docs-mintlify/reference/orchestration-api/prefect.mdx b/docs-mintlify/reference/orchestration-api/prefect.mdx
index 5a8dff1c3659b..bb2beb8f9ebfc 100644
--- a/docs-mintlify/reference/orchestration-api/prefect.mdx
+++ b/docs-mintlify/reference/orchestration-api/prefect.mdx
@@ -3,8 +3,6 @@ title: Integration with Prefect
 description: "[Prefect][prefect] is a popular open-source orchestrator for data-intensive workflows. [Prefect Cloud][prefect-cloud] is a fully managed service for Prefect."
 ---
 
-# Integration with Prefect
-
 [Prefect][prefect] is a popular open-source orchestrator for data-intensive
 workflows. [Prefect Cloud][prefect-cloud] is a fully managed service for
 Prefect.

From c77395389038f384a686a8f2cee3cc39249d51af Mon Sep 17 00:00:00 2001
From: waralexrom <108349432+waralexrom@users.noreply.github.com>
Date: Wed, 1 Apr 2026 18:17:38 +0200
Subject: [PATCH 2/2] feat(tesseract): Support multiple time dimensions in
 pre-aggregations (#10599)

---
 .../pre-aggregations-multi-stage.test.ts      | 103 ++++++++++
 .../cubesqlplanner/src/cube_bridge/mod.rs     |   1 +
 .../pre_aggregation_description.rs            |   9 +
 .../pre_aggregation_time_dimension.rs         |  21 ++
 .../pre_aggregation/dimension_matcher.rs      |  87 ++++----
 .../optimizers/pre_aggregation/optimizer.rs   | 193 ------------------
 .../pre_aggregations_compiler.rs              |  42 +++-
 .../mock_pre_aggregation_description.rs       |  21 ++
 .../mock_pre_aggregation_time_dimension.rs    |  36 ++++
 .../test_fixtures/cube_bridge/mock_schema.rs  |   4 +
 .../src/test_fixtures/cube_bridge/mod.rs      |   2 +
 .../test_fixtures/cube_bridge/yaml/measure.rs |  30 ++-
 .../src/test_fixtures/cube_bridge/yaml/mod.rs |   1 +
 .../cube_bridge/yaml/pre_aggregation.rs       |  12 +-
 .../yaml/pre_aggregation_time_dimension.rs    |  20 ++
 .../test_fixtures/cube_bridge/yaml/schema.rs  |   4 +-
 .../multi_stage_sum_by_quarter_test.yaml      |  42 ++++
 .../multi_stage_sum_by_quarter_tables.sql     |  43 ++++
 .../test_fixtures/test_utils/test_context.rs  |   6 +-
 .../tests/pre_aggregation_sql_generation.rs   |  31 +++
 ...sum_by_quarter_with_pre_agg_pg_result.snap |   7 +
 21 files changed, 472 insertions(+), 243 deletions(-)
 create mode 100644 rust/cubesqlplanner/cubesqlplanner/src/cube_bridge/pre_aggregation_time_dimension.rs
 create mode 100644 rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/mock_pre_aggregation_time_dimension.rs
 create mode 100644 rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/yaml/pre_aggregation_time_dimension.rs
 create mode 100644 rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/schemas/yaml_files/common/multi_stage_sum_by_quarter_test.yaml
 create mode 100644 rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/schemas/yaml_files/seeds/multi_stage_sum_by_quarter_tables.sql
 create mode 100644 rust/cubesqlplanner/cubesqlplanner/src/tests/snapshots/cubesqlplanner__tests__pre_aggregation_sql_generation__multi_stage_count_distinct_sum_by_quarter_with_pre_agg_pg_result.snap

diff --git a/packages/cubejs-schema-compiler/test/integration/postgres/pre-aggregations-multi-stage.test.ts b/packages/cubejs-schema-compiler/test/integration/postgres/pre-aggregations-multi-stage.test.ts
index 4fa1b1bcad4c4..4a476040c0010 100644
--- a/packages/cubejs-schema-compiler/test/integration/postgres/pre-aggregations-multi-stage.test.ts
+++ b/packages/cubejs-schema-compiler/test/integration/postgres/pre-aggregations-multi-stage.test.ts
@@ -170,6 +170,85 @@ describe('PreAggregationsMultiStage', () => {
 
   })
 
+  cube('coach', {
+    sql: \`
+      SELECT 101 AS id, '2025-01-01'::TIMESTAMP AS time UNION ALL
+      SELECT 102 AS id, '2025-02-01'::TIMESTAMP AS time UNION ALL
+      SELECT 103 AS id, '2025-02-02'::TIMESTAMP AS time UNION ALL
+      SELECT 104 AS id, '2025-03-01'::TIMESTAMP AS time UNION ALL
+      SELECT 105 AS id, '2025-03-02'::TIMESTAMP AS time UNION ALL
+      SELECT 106 AS id, '2025-03-03'::TIMESTAMP AS time UNION ALL
+      SELECT 107 AS id, '2025-04-01'::TIMESTAMP AS time UNION ALL
+      SELECT 108 AS id, '2025-04-02'::TIMESTAMP AS time UNION ALL
+      SELECT 109 AS id, '2025-04-03'::TIMESTAMP AS time UNION ALL
+      SELECT 110 AS id, '2025-04-04'::TIMESTAMP AS time UNION ALL
+      SELECT 111 AS id, '2025-05-01'::TIMESTAMP AS time UNION ALL
+      SELECT 112 AS id, '2025-05-02'::TIMESTAMP AS time UNION ALL
+      SELECT 113 AS id, '2025-05-03'::TIMESTAMP AS time UNION ALL
+      SELECT 114 AS id, '2025-05-04'::TIMESTAMP AS time UNION ALL
+      SELECT 115 AS id, '2025-05-05'::TIMESTAMP AS time UNION ALL
+      SELECT 116 AS id, '2025-06-01'::TIMESTAMP AS time UNION ALL
+      SELECT 117 AS id, '2025-06-02'::TIMESTAMP AS time UNION ALL
+      SELECT 118 AS id, '2025-06-03'::TIMESTAMP AS time UNION ALL
+      SELECT 119 AS id, '2025-06-04'::TIMESTAMP AS time UNION ALL
+      SELECT 120 AS id, '2025-06-05'::TIMESTAMP AS time UNION ALL
+      SELECT 121 AS id, '2025-06-06'::TIMESTAMP AS time UNION ALL
+      SELECT 122 AS id, '2025-07-01'::TIMESTAMP AS time UNION ALL
+      SELECT 123 AS id, '2025-07-02'::TIMESTAMP AS time UNION ALL
+      SELECT 124 AS id, '2025-07-03'::TIMESTAMP AS time UNION ALL
+      SELECT 125 AS id, '2025-07-04'::TIMESTAMP AS time UNION ALL
+      SELECT 126 AS id, '2025-07-05'::TIMESTAMP AS time UNION ALL
+      SELECT 127 AS id, '2025-07-06'::TIMESTAMP AS time UNION ALL
+      SELECT 128 AS id, '2025-07-07'::TIMESTAMP AS time
+    \`,
+
+    dimensions: {
+      time: {
+        sql: 'time',
+        type: 'time',
+        public: false,
+      },
+    },
+
+    measures: {
+      count_distinct: {
+        sql: 'id',
+        type: 'countDistinct',
+        public: false,
+      },
+      count_distinct__sum_by_quarter_aux: {
+        multi_stage: true,
+        sql: \`\${count_distinct}\`,
+        type: 'sum',
+        add_group_by: [time.month],
+        group_by: [time.quarter],
+        public: false,
+      },
+      count_distinct__sum_by_quarter: {
+        multi_stage: true,
+        sql: \`\${count_distinct__sum_by_quarter_aux}\`,
+        type: 'sum',
+        add_group_by: [time.quarter],
+      },
+    },
+
+    preAggregations: {
+      main: {
+        type: 'rollup',
+        measures: [count_distinct],
+        timeDimensions: [
+          {
+            dimension: time,
+            granularity: 'month'
+          },
+          {
+            dimension: time,
+            granularity: 'quarter'
+          }
+        ]
+      },
+    },
+  })
 
    `);
 
@@ -285,6 +364,30 @@ describe('PreAggregationsMultiStage', () => {
         );
       });
     }));
+
+    it('multi stage count_distinct sum by quarter with pre-aggregation', () => compiler.compile().then(() => {
+      const query = new PostgresQuery({ joinGraph, cubeEvaluator, compiler }, {
+        measures: [
+          'coach.count_distinct__sum_by_quarter'
+        ],
+        timezone: 'UTC',
+        preAggregationsSchema: '',
+        cubestoreSupportMultistage: true
+      });
+
+      const preAggregationsDescription: any = query.preAggregations?.preAggregationsDescription();
+      const sqlAndParams = query.buildSqlAndParams();
+      expect(preAggregationsDescription[0].tableName).toEqual('coach_main');
+      expect(sqlAndParams[0]).toContain('coach_main');
+
+      return dbRunner.evaluateQueryWithPreAggregations(query).then(res => {
+        expect(res).toEqual(
+          [
+            { coach__count_distinct__sum_by_quarter: '28' },
+          ]
+        );
+      });
+    }));
   } else {
     it.skip('multi stage pre-aggregations', () => {
       // Skipping because it works only in Tesseract
diff --git a/rust/cubesqlplanner/cubesqlplanner/src/cube_bridge/mod.rs b/rust/cubesqlplanner/cubesqlplanner/src/cube_bridge/mod.rs
index 893afe3a1c280..508c2841db880 100644
--- a/rust/cubesqlplanner/cubesqlplanner/src/cube_bridge/mod.rs
+++ b/rust/cubesqlplanner/cubesqlplanner/src/cube_bridge/mod.rs
@@ -29,6 +29,7 @@ pub mod member_sql;
 pub mod options_member;
 pub mod pre_aggregation_description;
 pub mod pre_aggregation_obj;
+pub mod pre_aggregation_time_dimension;
 pub mod security_context;
 pub mod segment_definition;
 pub mod sql_templates_render;
diff --git a/rust/cubesqlplanner/cubesqlplanner/src/cube_bridge/pre_aggregation_description.rs b/rust/cubesqlplanner/cubesqlplanner/src/cube_bridge/pre_aggregation_description.rs
index 9becc79af1231..c1b77141d8a42 100644
--- a/rust/cubesqlplanner/cubesqlplanner/src/cube_bridge/pre_aggregation_description.rs
+++ b/rust/cubesqlplanner/cubesqlplanner/src/cube_bridge/pre_aggregation_description.rs
@@ -1,7 +1,11 @@
 use super::member_sql::{MemberSql, NativeMemberSql};
+use super::pre_aggregation_time_dimension::{
+    NativePreAggregationTimeDimension, PreAggregationTimeDimension,
+};
 use cubenativeutils::wrappers::serializer::{
     NativeDeserialize, NativeDeserializer, NativeSerialize,
 };
+use cubenativeutils::wrappers::NativeArray;
 use cubenativeutils::wrappers::NativeContextHolder;
 use cubenativeutils::wrappers::NativeObjectHandle;
 use cubenativeutils::CubeError;
@@ -38,4 +42,9 @@ pub trait PreAggregationDescription {
 
     #[nbridge(field, optional)]
     fn rollup_references(&self) -> Result<Option<Rc<dyn MemberSql>>, CubeError>;
+
+    #[nbridge(field, vec, optional)]
+    fn time_dimension_references(
+        &self,
+    ) -> Result<Option<Vec<Rc<dyn PreAggregationTimeDimension>>>, CubeError>;
 }
diff --git a/rust/cubesqlplanner/cubesqlplanner/src/cube_bridge/pre_aggregation_time_dimension.rs b/rust/cubesqlplanner/cubesqlplanner/src/cube_bridge/pre_aggregation_time_dimension.rs
new file mode 100644
index 0000000000000..6aa9ebf79bc5c
--- /dev/null
+++ b/rust/cubesqlplanner/cubesqlplanner/src/cube_bridge/pre_aggregation_time_dimension.rs
@@ -0,0 +1,21 @@
+use super::member_sql::{MemberSql, NativeMemberSql};
+use cubenativeutils::wrappers::serializer::{
+    NativeDeserialize, NativeDeserializer, NativeSerialize,
+};
+use cubenativeutils::wrappers::NativeContextHolder;
+use cubenativeutils::wrappers::NativeObjectHandle;
+use cubenativeutils::CubeError;
+use serde::{Deserialize, Serialize};
+use std::any::Any;
+use std::rc::Rc;
+
+#[derive(Deserialize, Serialize, Clone, Debug)]
+pub struct PreAggregationTimeDimensionStatic {
+    pub granularity: String,
+}
+
+#[nativebridge::native_bridge(PreAggregationTimeDimensionStatic)]
+pub trait PreAggregationTimeDimension {
+    #[nbridge(field)]
+    fn dimension(&self) -> Result<Rc<dyn MemberSql>, CubeError>;
+}
diff --git a/rust/cubesqlplanner/cubesqlplanner/src/logical_plan/optimizers/pre_aggregation/dimension_matcher.rs b/rust/cubesqlplanner/cubesqlplanner/src/logical_plan/optimizers/pre_aggregation/dimension_matcher.rs
index 158fd8ba7e0b3..402397a0bc9cf 100644
--- a/rust/cubesqlplanner/cubesqlplanner/src/logical_plan/optimizers/pre_aggregation/dimension_matcher.rs
+++ b/rust/cubesqlplanner/cubesqlplanner/src/logical_plan/optimizers/pre_aggregation/dimension_matcher.rs
@@ -34,7 +34,7 @@ pub struct DimensionMatcher<'a> {
     query_tools: Rc<QueryTools>,
     pre_aggregation: &'a CompiledPreAggregation,
     pre_aggregation_dimensions: HashMap<String, bool>,
-    pre_aggregation_time_dimensions: HashMap<String, (Option<Rc<TimeDimensionSymbol>>, bool)>,
+    pre_aggregation_time_dimensions: HashMap<String, Vec<(Rc<TimeDimensionSymbol>, bool)>>,
     pre_aggregation_segments: HashMap<String, bool>,
     result: MatchState,
 }
@@ -46,17 +46,17 @@ impl<'a> DimensionMatcher<'a> {
             .iter()
             .map(|d| (d.full_name(), false))
             .collect();
-        let pre_aggregation_time_dimensions = pre_aggregation
-            .time_dimensions
-            .iter()
-            .map(|dim| {
-                if let Ok(td) = dim.as_time_dimension() {
-                    (td.base_symbol().full_name(), (Some(td), false))
-                } else {
-                    (dim.full_name(), (None, false))
-                }
-            })
-            .collect::<HashMap<_, _>>();
+        let mut pre_aggregation_time_dimensions =
+            HashMap::<String, Vec<(Rc<TimeDimensionSymbol>, bool)>>::new();
+        for dim in pre_aggregation.time_dimensions.iter() {
+            if let Ok(td) = dim.as_time_dimension() {
+                let key = td.base_symbol().full_name();
+                pre_aggregation_time_dimensions
+                    .entry(key)
+                    .or_default()
+                    .push((td, false));
+            }
+        }
         let pre_aggregation_segments = pre_aggregation
             .segments
             .iter()
@@ -128,12 +128,15 @@ impl<'a> DimensionMatcher<'a> {
             MatchState::Partial
         };
         self.result = self.result.combine(&dimension_coverage_result);
-        let time_dimension_coverage_result =
-            if self.pre_aggregation_time_dimensions.values().all(|v| v.1) {
-                MatchState::Full
-            } else {
-                MatchState::Partial
-            };
+        let time_dimension_coverage_result = if self
+            .pre_aggregation_time_dimensions
+            .values()
+            .all(|entries| entries.iter().all(|(_, matched)| *matched))
+        {
+            MatchState::Full
+        } else {
+            MatchState::Partial
+        };
         self.result = self.result.combine(&time_dimension_coverage_result);
         let segment_coverage_result = if self.pre_aggregation_segments.values().all(|v| *v) {
             MatchState::Full
@@ -233,39 +236,41 @@ impl<'a> DimensionMatcher<'a> {
         };
         let base_symbol_name = time_dimension.base_symbol().full_name();
 
-        if let Some(found) = self
+        if let Some(entries) = self
             .pre_aggregation_time_dimensions
             .get_mut(&base_symbol_name)
         {
-            if add_to_matched_dimension {
-                found.1 = true;
+            // First, look for exact granularity match
+            let exact_match = entries
+                .iter_mut()
+                .find(|(td, _)| granularity.is_none() || td.granularity() == &granularity);
+            if let Some((_, matched)) = exact_match {
+                if add_to_matched_dimension {
+                    *matched = true;
+                }
+                return Ok(MatchState::Full);
             }
 
-            let pre_agg_td = &found.0;
-            let pre_aggr_granularity = if let Some(pre_agg_td) = pre_agg_td {
-                pre_agg_td.granularity().clone()
-            } else {
-                None
-            };
-
-            if granularity.is_none() || pre_aggr_granularity == granularity {
-                Ok(MatchState::Full)
-            } else if pre_aggr_granularity.is_none() {
-                Ok(MatchState::NotMatched)
-            } else if let Some(pre_agg_td) = pre_agg_td {
+            // No exact match — find the finest pre-agg granularity that covers the query
+            let mut best_match = MatchState::NotMatched;
+            for (pre_agg_td, matched) in entries.iter_mut() {
+                let pre_aggr_granularity = pre_agg_td.granularity();
+                if pre_aggr_granularity.is_none() {
+                    continue;
+                }
                 let min_granularity = GranularityHelper::min_granularity_for_time_dimensions(
                     (&granularity, time_dimension),
-                    (&pre_aggr_granularity, &pre_agg_td),
+                    (pre_aggr_granularity, pre_agg_td),
                 )?;
-
-                if min_granularity == pre_aggr_granularity {
-                    Ok(MatchState::Partial)
-                } else {
-                    Ok(MatchState::NotMatched)
+                if min_granularity == *pre_aggr_granularity {
+                    if add_to_matched_dimension {
+                        *matched = true;
+                    }
+                    best_match = MatchState::Partial;
+                    break;
                 }
-            } else {
-                Ok(MatchState::NotMatched)
             }
+            Ok(best_match)
         } else {
             if time_dimension.owned_by_cube() {
                 Ok(MatchState::NotMatched)
diff --git a/rust/cubesqlplanner/cubesqlplanner/src/logical_plan/optimizers/pre_aggregation/optimizer.rs b/rust/cubesqlplanner/cubesqlplanner/src/logical_plan/optimizers/pre_aggregation/optimizer.rs
index 9b8548cb17456..f0a2bd5b54066 100644
--- a/rust/cubesqlplanner/cubesqlplanner/src/logical_plan/optimizers/pre_aggregation/optimizer.rs
+++ b/rust/cubesqlplanner/cubesqlplanner/src/logical_plan/optimizers/pre_aggregation/optimizer.rs
@@ -198,199 +198,6 @@ impl PreAggregationOptimizer {
         Ok(Some(Rc::new(result)))
     }
 
-    /* fn try_rewrite_multistage(
-        &mut self,
-        multi_stage_name: &String,
-        multi_stage_queries: &mut Vec<Rc<LogicalMultiStageMember>>,
-        rewrited_multistage: &mut HashMap<String, bool>,
-        pre_aggregation: &Rc<CompiledPreAggregation>,
-    ) -> Result<(), CubeError> {
-        if rewrited_multistage
-            .get(multi_stage_name)
-            .cloned()
-            .unwrap_or(false)
-        {
-            return Ok(());
-        }
-
-        if let Some(multi_stage_item) = multi_stage_queries
-            .iter()
-            .find(|&query| &query.name == multi_stage_name)
-            .cloned()
-        {
-            match &multi_stage_item.member_type {
-                MultiStageMemberLogicalType::LeafMeasure(multi_stage_leaf_measure) => self
-                    .try_rewrite_multistage_leaf_measure(
-                        multi_stage_name,
-                        multi_stage_leaf_measure,
-                        multi_stage_queries,
-                        rewrited_multistage,
-                        pre_aggregation,
-                    )?,
-                MultiStageMemberLogicalType::MeasureCalculation(
-                    multi_stage_measure_calculation,
-                ) => self.try_rewrite_multistage_measure_calculation(
-                    multi_stage_name,
-                    multi_stage_measure_calculation,
-                    multi_stage_queries,
-                    rewrited_multistage,
-                    pre_aggregation,
-                )?,
-                MultiStageMemberLogicalType::GetDateRange(multi_stage_get_date_range) => self
-                    .try_rewrite_multistage_get_date_range(
-                        multi_stage_name,
-                        multi_stage_get_date_range,
-                        multi_stage_queries,
-                        rewrited_multistage,
-                        pre_aggregation,
-                    )?,
-                MultiStageMemberLogicalType::TimeSeries(multi_stage_time_series) => self
-                    .try_rewrite_multistage_time_series(
-                        multi_stage_name,
-                        multi_stage_time_series,
-                        multi_stage_queries,
-                        rewrited_multistage,
-                        pre_aggregation,
-                    )?,
-                MultiStageMemberLogicalType::RollingWindow(multi_stage_rolling_window) => self
-                    .try_rewrite_multistage_rolling_window(
-                        multi_stage_name,
-                        multi_stage_rolling_window,
-                        multi_stage_queries,
-                        rewrited_multistage,
-                        pre_aggregation,
-                    )?,
-            }
-        }
-
-        Ok(())
-    }
-
-    fn try_rewrite_multistage_measure_calculation(
-        &mut self,
-        multi_stage_name: &String,
-        multi_stage_measure_calculation: &MultiStageMeasureCalculation,
-        multi_stage_queries: &mut Vec<Rc<LogicalMultiStageMember>>,
-        rewrited_multistage: &mut HashMap<String, bool>,
-        pre_aggregation: &Rc<CompiledPreAggregation>,
-    ) -> Result<(), CubeError> {
-        let used_multi_stage_symbols =
-            self.collect_multi_stage_symbols(&multi_stage_measure_calculation.source);
-        for (_, multi_stage_name) in used_multi_stage_symbols.iter() {
-            self.try_rewrite_multistage(
-                multi_stage_name,
-                multi_stage_queries,
-                rewrited_multistage,
-                pre_aggregation,
-            )?;
-        }
-        rewrited_multistage.insert(multi_stage_name.clone(), true);
-        Ok(())
-    }
-
-    fn try_rewrite_multistage_rolling_window(
-        &mut self,
-        multi_stage_name: &String,
-        multi_stage_rolling_window: &MultiStageRollingWindow,
-        multi_stage_queries: &mut Vec<Rc<LogicalMultiStageMember>>,
-        rewrited_multistage: &mut HashMap<String, bool>,
-        pre_aggregation: &Rc<CompiledPreAggregation>,
-    ) -> Result<(), CubeError> {
-        self.try_rewrite_multistage(
-            &multi_stage_rolling_window.time_series_input.name,
-            multi_stage_queries,
-            rewrited_multistage,
-            pre_aggregation,
-        )?;
-        self.try_rewrite_multistage(
-            &multi_stage_rolling_window.measure_input.name,
-            multi_stage_queries,
-            rewrited_multistage,
-            pre_aggregation,
-        )?;
-        rewrited_multistage.insert(multi_stage_name.clone(), true);
-        Ok(())
-    }
-
-    fn try_rewrite_multistage_time_series(
-        &mut self,
-        multi_stage_name: &String,
-        multi_stage_time_series: &MultiStageTimeSeries,
-        multi_stage_queries: &mut Vec<Rc<LogicalMultiStageMember>>,
-        rewrited_multistage: &mut HashMap<String, bool>,
-        pre_aggregation: &Rc<CompiledPreAggregation>,
-    ) -> Result<(), CubeError> {
-        if let Some(get_date_range_ref) = &multi_stage_time_series.get_date_range_multistage_ref {
-            self.try_rewrite_multistage(
-                &get_date_range_ref,
-                multi_stage_queries,
-                rewrited_multistage,
-                pre_aggregation,
-            )?;
-        }
-        rewrited_multistage.insert(multi_stage_name.clone(), true);
-        Ok(())
-    }
-
-    fn try_rewrite_multistage_get_date_range(
-        &mut self,
-        _multi_stage_name: &String,
-        _multi_stage_get_date_range: &MultiStageGetDateRange,
-        _multi_stage_queries: &mut Vec<Rc<LogicalMultiStageMember>>,
-        _rewrited_multistage: &mut HashMap<String, bool>,
-        _pre_aggregation: &Rc<CompiledPreAggregation>,
-    ) -> Result<(), CubeError> {
-        Ok(()) //TODO
-    }
-
-    fn try_rewrite_multistage_leaf_measure(
-        &mut self,
-        multi_stage_name: &String,
-        multi_stage_leaf_measure: &MultiStageLeafMeasure,
-        multi_stage_queries: &mut Vec<Rc<LogicalMultiStageMember>>,
-        rewrited_multistage: &mut HashMap<String, bool>,
-        pre_aggregation: &Rc<CompiledPreAggregation>,
-    ) -> Result<(), CubeError> {
-        if let Some(rewritten) =
-            self.try_rewrite_query(multi_stage_leaf_measure.query.clone(), pre_aggregation)?
-        {
-            let new_leaf = MultiStageLeafMeasure {
-                measure: multi_stage_leaf_measure.measure.clone(),
-                render_measure_as_state: multi_stage_leaf_measure.render_measure_as_state.clone(),
-                render_measure_for_ungrouped: multi_stage_leaf_measure
-                    .render_measure_for_ungrouped
-                    .clone(),
-                time_shifts: multi_stage_leaf_measure.time_shifts.clone(),
-                query: rewritten,
-            };
-            let new_multistage = Rc::new(LogicalMultiStageMember {
-                name: multi_stage_name.clone(),
-                member_type: MultiStageMemberLogicalType::LeafMeasure(new_leaf),
-            });
-
-            rewrited_multistage.insert(multi_stage_name.clone(), true);
-            if let Some(query) = multi_stage_queries
-                .iter_mut()
-                .find(|query| &query.name == multi_stage_name)
-            {
-                *query = new_multistage;
-            }
-            Ok(())
-        } else {
-            Ok(())
-        }
-    }
-
-    fn collect_multi_stage_symbols(&self, source: &FullKeyAggregate) -> HashMap<String, String> {
-        let mut symbols = HashMap::new();
-        for source in source.multi_stage_subquery_refs.iter() {
-            for symbol in source.symbols.iter() {
-                symbols.insert(symbol.full_name(), source.name.clone());
-            }
-        }
-        symbols
-    } */
-
     fn make_pre_aggregation_source(
         &mut self,
         pre_aggregation: &Rc<CompiledPreAggregation>,
diff --git a/rust/cubesqlplanner/cubesqlplanner/src/logical_plan/optimizers/pre_aggregation/pre_aggregations_compiler.rs b/rust/cubesqlplanner/cubesqlplanner/src/logical_plan/optimizers/pre_aggregation/pre_aggregations_compiler.rs
index cb667f3905014..6b559125faf9d 100644
--- a/rust/cubesqlplanner/cubesqlplanner/src/logical_plan/optimizers/pre_aggregation/pre_aggregations_compiler.rs
+++ b/rust/cubesqlplanner/cubesqlplanner/src/logical_plan/optimizers/pre_aggregation/pre_aggregations_compiler.rs
@@ -132,7 +132,47 @@ impl PreAggregationsCompiler {
         } else {
             Vec::new()
         };
-        let time_dimensions = if let Some(refs) = description.time_dimension_reference()? {
+        let time_dimensions = if let Some(td_refs) = description.time_dimension_references()? {
+            let mut resolved = Vec::new();
+            for td_ref in td_refs.iter() {
+                let dims = Self::symbols_from_ref(
+                    self.query_tools.clone(),
+                    &name.cube_name,
+                    td_ref.dimension()?,
+                    Self::check_is_time_dimension,
+                )?;
+                let base_symbol = dims.first().ok_or_else(|| {
+                    CubeError::internal(format!(
+                        "No time dimension symbols resolved for pre-aggregation '{:?}'",
+                        name
+                    ))
+                })?;
+                resolved.push((
+                    base_symbol.clone(),
+                    td_ref.static_data().granularity.clone(),
+                ));
+            }
+            let evaluator_compiler_cell = self.query_tools.evaluator_compiler().clone();
+            let mut evaluator_compiler = evaluator_compiler_cell.borrow_mut();
+            let mut result = Vec::new();
+            for (base_symbol, granularity) in resolved {
+                let granularity_obj = GranularityHelper::make_granularity_obj(
+                    self.query_tools.cube_evaluator().clone(),
+                    &mut evaluator_compiler,
+                    &base_symbol.cube_name(),
+                    &base_symbol.name(),
+                    Some(granularity.clone()),
+                )?;
+                let symbol = MemberSymbol::new_time_dimension(TimeDimensionSymbol::new(
+                    base_symbol,
+                    Some(granularity),
+                    granularity_obj,
+                    None,
+                ));
+                result.push(symbol);
+            }
+            result
+        } else if let Some(refs) = description.time_dimension_reference()? {
             let dims = Self::symbols_from_ref(
                 self.query_tools.clone(),
                 &name.cube_name,
diff --git a/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/mock_pre_aggregation_description.rs b/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/mock_pre_aggregation_description.rs
index 2444f0ade7bb6..e7295d03d4479 100644
--- a/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/mock_pre_aggregation_description.rs
+++ b/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/mock_pre_aggregation_description.rs
@@ -2,7 +2,9 @@ use crate::cube_bridge::member_sql::MemberSql;
 use crate::cube_bridge::pre_aggregation_description::{
     PreAggregationDescription, PreAggregationDescriptionStatic,
 };
+use crate::cube_bridge::pre_aggregation_time_dimension::PreAggregationTimeDimension;
 use crate::impl_static_data;
+use crate::test_fixtures::cube_bridge::mock_pre_aggregation_time_dimension::MockPreAggregationTimeDimension;
 use cubenativeutils::CubeError;
 use std::any::Any;
 use std::rc::Rc;
@@ -32,6 +34,8 @@ pub struct MockPreAggregationDescription {
     segment_references: Option<Rc<dyn MemberSql>>,
     #[builder(default, setter(strip_option(fallback = rollup_references_opt)))]
     rollup_references: Option<Rc<dyn MemberSql>>,
+    #[builder(default)]
+    time_dimension_references: Option<Vec<Rc<MockPreAggregationTimeDimension>>>,
 }
 
 impl_static_data!(
@@ -88,6 +92,23 @@ impl PreAggregationDescription for MockPreAggregationDescription {
         Ok(self.rollup_references.clone())
     }
 
+    fn has_time_dimension_references(&self) -> Result<bool, CubeError> {
+        Ok(self.time_dimension_references.is_some())
+    }
+
+    fn time_dimension_references(
+        &self,
+    ) -> Result<Option<Vec<Rc<dyn PreAggregationTimeDimension>>>, CubeError> {
+        match &self.time_dimension_references {
+            Some(refs) => Ok(Some(
+                refs.iter()
+                    .map(|r| r.clone() as Rc<dyn PreAggregationTimeDimension>)
+                    .collect(),
+            )),
+            None => Ok(None),
+        }
+    }
+
     fn as_any(self: Rc<Self>) -> Rc<dyn Any> {
         self
     }
diff --git a/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/mock_pre_aggregation_time_dimension.rs b/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/mock_pre_aggregation_time_dimension.rs
new file mode 100644
index 0000000000000..0b71aeff014f2
--- /dev/null
+++ b/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/mock_pre_aggregation_time_dimension.rs
@@ -0,0 +1,36 @@
+use crate::cube_bridge::member_sql::MemberSql;
+use crate::cube_bridge::pre_aggregation_time_dimension::{
+    PreAggregationTimeDimension, PreAggregationTimeDimensionStatic,
+};
+use crate::impl_static_data;
+use crate::test_fixtures::cube_bridge::MockMemberSql;
+use cubenativeutils::CubeError;
+use std::any::Any;
+use std::rc::Rc;
+use typed_builder::TypedBuilder;
+
+#[derive(Debug, Clone, TypedBuilder)]
+pub struct MockPreAggregationTimeDimension {
+    granularity: String,
+    dimension: String,
+}
+
+impl_static_data!(
+    MockPreAggregationTimeDimension,
+    PreAggregationTimeDimensionStatic,
+    granularity
+);
+
+impl PreAggregationTimeDimension for MockPreAggregationTimeDimension {
+    crate::impl_static_data_method!(PreAggregationTimeDimensionStatic);
+
+    fn dimension(&self) -> Result<Rc<dyn MemberSql>, CubeError> {
+        Ok(Rc::new(MockMemberSql::pre_agg_single_ref(
+            self.dimension.clone(),
+        )?))
+    }
+
+    fn as_any(self: Rc<Self>) -> Rc<dyn Any> {
+        self
+    }
+}
diff --git a/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/mock_schema.rs b/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/mock_schema.rs
index 415b6a2decd79..ee647804fd8ff 100644
--- a/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/mock_schema.rs
+++ b/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/mock_schema.rs
@@ -368,6 +368,10 @@ pub struct MockCubeBuilder {
 }
 
 impl MockCubeBuilder {
+    pub fn cube_name(&self) -> String {
+        self.cube_name.clone()
+    }
+
     pub fn cube_def(mut self, definition: MockCubeDefinition) -> Self {
         self.cube_definition = Some(definition);
         self
diff --git a/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/mod.rs b/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/mod.rs
index d18fdba5b5477..10c430a9345bb 100644
--- a/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/mod.rs
+++ b/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/mod.rs
@@ -28,6 +28,7 @@ mod mock_member_order_by;
 mod mock_member_sql;
 mod mock_pre_aggregation_description;
 mod mock_pre_aggregation_obj;
+mod mock_pre_aggregation_time_dimension;
 mod mock_schema;
 mod mock_security_context;
 mod mock_segment_definition;
@@ -61,6 +62,7 @@ pub use mock_member_expression_definition::MockMemberExpressionDefinition;
 pub use mock_member_order_by::MockMemberOrderBy;
 pub use mock_member_sql::MockMemberSql;
 pub use mock_pre_aggregation_description::MockPreAggregationDescription;
+pub use mock_pre_aggregation_time_dimension::MockPreAggregationTimeDimension;
 pub use mock_schema::{MockSchema, MockSchemaBuilder};
 pub use mock_security_context::MockSecurityContext;
 pub use mock_segment_definition::MockSegmentDefinition;
diff --git a/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/yaml/measure.rs b/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/yaml/measure.rs
index 84b12d81ff47b..17afb2204c41f 100644
--- a/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/yaml/measure.rs
+++ b/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/yaml/measure.rs
@@ -49,8 +49,29 @@ struct YamlOrderBy {
     dir: String,
 }
 
+fn qualify_references(refs: Option<Vec<String>>, cube_name: Option<&str>) -> Option<Vec<String>> {
+    match cube_name {
+        Some(cn) => refs.map(|v| {
+            v.into_iter()
+                .map(|r| {
+                    if r.contains('.') {
+                        r
+                    } else {
+                        format!("{}.{}", cn, r)
+                    }
+                })
+                .collect()
+        }),
+        None => refs,
+    }
+}
+
 impl YamlMeasureDefinition {
     pub fn build(self) -> Rc<MockMeasureDefinition> {
+        self.build_with_cube_name(None)
+    }
+
+    pub fn build_with_cube_name(self, cube_name: Option<&str>) -> Rc<MockMeasureDefinition> {
         let case = self.case.map(|cv| match cv {
             YamlCaseVariant::Case(case_def) => Rc::new(CaseVariant::Case(case_def.build())),
             YamlCaseVariant::CaseSwitch(switch_def) => {
@@ -95,9 +116,12 @@ impl YamlMeasureDefinition {
             MockMeasureDefinition::builder()
                 .measure_type(self.measure_type)
                 .multi_stage(self.multi_stage)
-                .reduce_by_references(self.reduce_by_references)
-                .add_group_by_references(self.add_group_by_references)
-                .group_by_references(self.group_by_references)
+                .reduce_by_references(qualify_references(self.reduce_by_references, cube_name))
+                .add_group_by_references(qualify_references(
+                    self.add_group_by_references,
+                    cube_name,
+                ))
+                .group_by_references(qualify_references(self.group_by_references, cube_name))
                 .time_shift_references(self.time_shift_references)
                 .rolling_window(self.rolling_window)
                 .sql_opt(self.sql)
diff --git a/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/yaml/mod.rs b/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/yaml/mod.rs
index f1ff98cae3770..7dd04fc13ae3b 100644
--- a/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/yaml/mod.rs
+++ b/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/yaml/mod.rs
@@ -4,6 +4,7 @@ pub mod dimension;
 pub mod mask;
 pub mod measure;
 pub mod pre_aggregation;
+pub mod pre_aggregation_time_dimension;
 pub mod schema;
 pub mod segment;
 pub mod timeshift;
diff --git a/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/yaml/pre_aggregation.rs b/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/yaml/pre_aggregation.rs
index 5dc8cbcf66889..3df3da5d77218 100644
--- a/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/yaml/pre_aggregation.rs
+++ b/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/yaml/pre_aggregation.rs
@@ -1,5 +1,8 @@
 use crate::cube_bridge::member_sql::MemberSql;
-use crate::test_fixtures::cube_bridge::{MockMemberSql, MockPreAggregationDescription};
+use crate::test_fixtures::cube_bridge::yaml::pre_aggregation_time_dimension::YamlPreAggregationTimeDimension;
+use crate::test_fixtures::cube_bridge::{
+    MockMemberSql, MockPreAggregationDescription, MockPreAggregationTimeDimension,
+};
 use cubenativeutils::CubeError;
 use serde::Deserialize;
 use std::rc::Rc;
@@ -23,6 +26,8 @@ pub struct YamlPreAggregationDefinition {
     #[serde(default)]
     time_dimension: Option<String>,
     #[serde(default)]
+    time_dimensions: Option<Vec<YamlPreAggregationTimeDimension>>,
+    #[serde(default)]
     segments: Option<Vec<String>>,
     #[serde(default)]
     #[allow(dead_code)]
@@ -97,6 +102,10 @@ impl YamlPreAggregationDefinition {
             .transpose()
             .expect("Failed to build time dimension reference");
 
+        let time_dimension_references: Option<Vec<Rc<MockPreAggregationTimeDimension>>> = self
+            .time_dimensions
+            .map(|tds| tds.into_iter().map(|td| td.build()).collect());
+
         let segment_references = self
             .segments
             .map(|s| build_array_references(s))
@@ -122,6 +131,7 @@ impl YamlPreAggregationDefinition {
                 .time_dimension_reference_opt(time_dimension_reference)
                 .segment_references_opt(segment_references)
                 .rollup_references_opt(rollup_references)
+                .time_dimension_references(time_dimension_references)
                 .build(),
         )
     }
diff --git a/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/yaml/pre_aggregation_time_dimension.rs b/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/yaml/pre_aggregation_time_dimension.rs
new file mode 100644
index 0000000000000..8c926bef8964a
--- /dev/null
+++ b/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/yaml/pre_aggregation_time_dimension.rs
@@ -0,0 +1,20 @@
+use crate::test_fixtures::cube_bridge::MockPreAggregationTimeDimension;
+use serde::Deserialize;
+use std::rc::Rc;
+
+#[derive(Debug, Deserialize)]
+pub struct YamlPreAggregationTimeDimension {
+    dimension: String,
+    granularity: String,
+}
+
+impl YamlPreAggregationTimeDimension {
+    pub fn build(self) -> Rc<MockPreAggregationTimeDimension> {
+        Rc::new(
+            MockPreAggregationTimeDimension::builder()
+                .dimension(self.dimension)
+                .granularity(self.granularity)
+                .build(),
+        )
+    }
+}
diff --git a/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/yaml/schema.rs b/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/yaml/schema.rs
index 1c445c4d59884..d370edffeed5f 100644
--- a/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/yaml/schema.rs
+++ b/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/cube_bridge/yaml/schema.rs
@@ -130,7 +130,9 @@ impl YamlSchema {
             }
 
             for meas_entry in cube.measures {
-                let meas_rc = meas_entry.definition.build();
+                let meas_rc = meas_entry
+                    .definition
+                    .build_with_cube_name(Some(&cube_builder.cube_name()));
                 let meas_def = Rc::try_unwrap(meas_rc)
                     .ok()
                     .expect("Rc should have single owner");
diff --git a/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/schemas/yaml_files/common/multi_stage_sum_by_quarter_test.yaml b/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/schemas/yaml_files/common/multi_stage_sum_by_quarter_test.yaml
new file mode 100644
index 0000000000000..9d7d5815803ab
--- /dev/null
+++ b/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/schemas/yaml_files/common/multi_stage_sum_by_quarter_test.yaml
@@ -0,0 +1,42 @@
+cubes:
+  - name: coach
+    sql: "SELECT * FROM coach"
+
+    dimensions:
+      - name: time
+        sql: time
+        type: time
+        public: false
+
+    measures:
+      - name: count_distinct
+        sql: id
+        type: count_distinct
+        public: false
+
+      - name: count_distinct__sum_by_quarter_aux
+        multi_stage: true
+        sql: "{CUBE.count_distinct}"
+        type: sum
+        add_group_by:
+          - coach.time.month
+        group_by:
+          - coach.time.quarter
+        public: false
+
+      - name: count_distinct__sum_by_quarter
+        multi_stage: true
+        sql: "{CUBE.count_distinct__sum_by_quarter_aux}"
+        type: sum
+        add_group_by:
+          - coach.time.quarter
+
+    pre_aggregations:
+      - name: main
+        measures:
+          - count_distinct
+        time_dimensions:
+          - dimension: time
+            granularity: month
+          - dimension: time
+            granularity: quarter
diff --git a/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/schemas/yaml_files/seeds/multi_stage_sum_by_quarter_tables.sql b/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/schemas/yaml_files/seeds/multi_stage_sum_by_quarter_tables.sql
new file mode 100644
index 0000000000000..9880b51290e99
--- /dev/null
+++ b/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/schemas/yaml_files/seeds/multi_stage_sum_by_quarter_tables.sql
@@ -0,0 +1,43 @@
+DROP TABLE IF EXISTS coach CASCADE;
+
+CREATE TABLE coach (
+    id INTEGER PRIMARY KEY,
+    time TIMESTAMP NOT NULL
+);
+
+INSERT INTO coach (id, time) VALUES
+    -- January: 1 row
+    (101, '2025-01-01 00:00:00'),
+    -- February: 2 rows
+    (102, '2025-02-01 00:00:00'),
+    (103, '2025-02-02 00:00:00'),
+    -- March: 3 rows
+    (104, '2025-03-01 00:00:00'),
+    (105, '2025-03-02 00:00:00'),
+    (106, '2025-03-03 00:00:00'),
+    -- April: 4 rows
+    (107, '2025-04-01 00:00:00'),
+    (108, '2025-04-02 00:00:00'),
+    (109, '2025-04-03 00:00:00'),
+    (110, '2025-04-04 00:00:00'),
+    -- May: 5 rows
+    (111, '2025-05-01 00:00:00'),
+    (112, '2025-05-02 00:00:00'),
+    (113, '2025-05-03 00:00:00'),
+    (114, '2025-05-04 00:00:00'),
+    (115, '2025-05-05 00:00:00'),
+    -- June: 6 rows
+    (116, '2025-06-01 00:00:00'),
+    (117, '2025-06-02 00:00:00'),
+    (118, '2025-06-03 00:00:00'),
+    (119, '2025-06-04 00:00:00'),
+    (120, '2025-06-05 00:00:00'),
+    (121, '2025-06-06 00:00:00'),
+    -- July: 7 rows
+    (122, '2025-07-01 00:00:00'),
+    (123, '2025-07-02 00:00:00'),
+    (124, '2025-07-03 00:00:00'),
+    (125, '2025-07-04 00:00:00'),
+    (126, '2025-07-05 00:00:00'),
+    (127, '2025-07-06 00:00:00'),
+    (128, '2025-07-07 00:00:00');
diff --git a/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/test_utils/test_context.rs b/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/test_utils/test_context.rs
index a03b9223f72b7..4af4fadfbaf9e 100644
--- a/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/test_utils/test_context.rs
+++ b/rust/cubesqlplanner/cubesqlplanner/src/test_fixtures/test_utils/test_context.rs
@@ -374,7 +374,7 @@ impl TestContext {
         options: Rc<dyn BaseQueryOptions>,
     ) -> Result<String, CubeError> {
         let request = QueryProperties::try_new(self.query_tools.clone(), options)?;
-        let planner = TopLevelPlanner::new(request, self.query_tools.clone(), false);
+        let planner = TopLevelPlanner::new(request, self.query_tools.clone(), true);
         let (sql, _) = planner.plan()?;
         Ok(sql)
     }
@@ -386,7 +386,7 @@ impl TestContext {
         let options = self.create_query_options_from_yaml(query);
         let ctx = self.for_options(options.as_ref())?;
         let request = QueryProperties::try_new(ctx.query_tools.clone(), options)?;
-        let planner = TopLevelPlanner::new(request, ctx.query_tools.clone(), false);
+        let planner = TopLevelPlanner::new(request, ctx.query_tools.clone(), true);
         planner.plan()
     }
 
@@ -414,7 +414,7 @@ impl TestContext {
             .expect("Failed to create context");
         let request = QueryProperties::try_new(ctx.query_tools.clone(), options)
             .expect("Failed to create query properties");
-        let planner = TopLevelPlanner::new(request, ctx.query_tools.clone(), false);
+        let planner = TopLevelPlanner::new(request, ctx.query_tools.clone(), true);
         let (raw_sql, pre_aggregations) = planner.plan().expect("Failed to plan query");
 
         if !pre_aggregations.is_empty() {
diff --git a/rust/cubesqlplanner/cubesqlplanner/src/tests/pre_aggregation_sql_generation.rs b/rust/cubesqlplanner/cubesqlplanner/src/tests/pre_aggregation_sql_generation.rs
index c27f4e26e3070..d31d66f12a402 100644
--- a/rust/cubesqlplanner/cubesqlplanner/src/tests/pre_aggregation_sql_generation.rs
+++ b/rust/cubesqlplanner/cubesqlplanner/src/tests/pre_aggregation_sql_generation.rs
@@ -803,6 +803,37 @@ async fn test_segment_with_coarser_granularity() {
     }
 }
 
+// --- Multi-stage count_distinct sum by quarter with pre-aggregation ---
+
+#[tokio::test(flavor = "multi_thread")]
+async fn test_multi_stage_count_distinct_sum_by_quarter_with_pre_aggregation() {
+    let schema = MockSchema::from_yaml_file("common/multi_stage_sum_by_quarter_test.yaml");
+    let ctx = TestContext::new(schema).unwrap();
+
+    let query_yaml = indoc! {"
+        measures:
+          - coach.count_distinct__sum_by_quarter
+        cubestoreSupportMultistage: true
+    "};
+
+    let (_sql, pre_aggrs) = ctx
+        .build_sql_with_used_pre_aggregations(query_yaml)
+        .unwrap();
+
+    assert_eq!(pre_aggrs.len(), 1);
+    assert_eq!(pre_aggrs[0].name(), "main");
+
+    if let Some(result) = ctx
+        .try_execute_pg(query_yaml, "multi_stage_sum_by_quarter_tables.sql")
+        .await
+    {
+        insta::assert_snapshot!(
+            "multi_stage_count_distinct_sum_by_quarter_with_pre_agg_pg_result",
+            result
+        );
+    }
+}
+
 // --- rollupJoin with calculated measures through view ---
 
 #[test]
diff --git a/rust/cubesqlplanner/cubesqlplanner/src/tests/snapshots/cubesqlplanner__tests__pre_aggregation_sql_generation__multi_stage_count_distinct_sum_by_quarter_with_pre_agg_pg_result.snap b/rust/cubesqlplanner/cubesqlplanner/src/tests/snapshots/cubesqlplanner__tests__pre_aggregation_sql_generation__multi_stage_count_distinct_sum_by_quarter_with_pre_agg_pg_result.snap
new file mode 100644
index 0000000000000..2a0cd0bb10987
--- /dev/null
+++ b/rust/cubesqlplanner/cubesqlplanner/src/tests/snapshots/cubesqlplanner__tests__pre_aggregation_sql_generation__multi_stage_count_distinct_sum_by_quarter_with_pre_agg_pg_result.snap
@@ -0,0 +1,7 @@
+---
+source: cubesqlplanner/src/tests/pre_aggregation_sql_generation.rs
+expression: result
+---
+coach__count_distinct__sum_by_quarter
+-------------------------------------
+28