@@ -12,7 +12,7 @@ A pure‑Python SQLAlchemy 2.0 dialect that runs entirely in RAM.
1212It avoids typical database I/O and ORM overhead while maintaining full compatibility with the SQLAlchemy 2.0 Core and ORM APIs.
1313Ideal for rapid prototyping, backtesting engines, simulations.
1414
15- ## Why ?
15+ ## ❓ Why ?
1616
1717This project was inspired by the idea of building a ** fast, introspectable, no-dependency backend** for SQLAlchemy.
1818
@@ -30,7 +30,7 @@ It is also perfect for **applications that need a lightweight, high-performance
3030
3131Data is kept purely in RAM and is ** volatile** : it is ** not persisted across application restarts** and is ** cleared when the engine is disposed** .
3232
33- ## Features
33+ ## ✨ Features
3434
3535- ** SQLAlchemy 2.0 support** : ORM & Core expressions, sync & async modes
3636- ** Zero I/O overhead** : pure in‑RAM storage (` dict ` /` list ` under the hood)
@@ -40,27 +40,27 @@ Data is kept purely in RAM and is **volatile**: it is **not persisted across app
4040 - ` first() ` -style queries avoid scanning the full dataset
4141 - Optimized for read-heavy workloads and streaming filters
4242
43- ## Benchmark
43+ ## 📊 Benchmark
4444
4545Curious how ` sqlalchemy-memory ` stacks up?
4646
4747[ View Benchmark Results] ( https://sqlalchemy-memory.readthedocs.io/en/latest/benchmarks.html ) comparing ` sqlalchemy-memory ` to ` in-memory SQLite `
4848
49- ## Installation
49+ ## 📦 Installation
5050
5151``` bash
5252pip install sqlalchemy-memory
5353```
5454
55- ## Documentation
55+ ## 📘 Documentation
5656
57- [ See the official documentation for usage examples] ( https://sqlalchemy-memory.readthedocs.io/en/latest/ )
57+ 👉 [ See the official documentation for usage examples] ( https://sqlalchemy-memory.readthedocs.io/en/latest/ )
5858
59- ## Testing
59+ ## 🧪 Testing
6060
6161Simply run ` make tests `
6262
63- ## License
63+ ## 📄 License
6464
6565This project is licensed under the MIT License.
6666See [ LICENSE] ( LICENSE ) for details.
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