diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 0c35d5c..51e4e0e 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -1,4 +1,4 @@
-# Contributing to cubrid-cookbook
+# Contributing to cubrid-cookbook-python
 
 Thank you for your interest in contributing! This document provides guidelines
 and instructions for contributing to the project.
@@ -156,5 +156,5 @@ For new example requests, describe the use case and framework.
 
 ## Questions?
 
-Open a [GitHub Discussion](https://github.com/cubrid-lab/cubrid-cookbook/discussions)
-or file an [issue](https://github.com/cubrid-lab/cubrid-cookbook/issues).
+Open a [GitHub Discussion](https://github.com/cubrid-lab/cubrid-cookbook-python/discussions)
+or file an [issue](https://github.com/cubrid-lab/cubrid-cookbook-python/issues).
diff --git a/ROADMAP.md b/ROADMAP.md
index 1a3d894..8fd1399 100644
--- a/ROADMAP.md
+++ b/ROADMAP.md
@@ -7,7 +7,7 @@
 
 ## Links
 
-- 📋 [GitHub Milestones](https://github.com/cubrid-lab/cubrid-cookbook/milestones)
+- 📋 [GitHub Milestones](https://github.com/cubrid-lab/cubrid-cookbook-python/milestones)
 - 🗂️ [Org Project Board](https://github.com/orgs/cubrid-lab/projects/2)
 - 🌐 [Ecosystem Roadmap](https://github.com/cubrid-lab/.github/blob/main/ROADMAP.md)
 
diff --git a/SUPPORT_MATRIX.md b/SUPPORT_MATRIX.md
index efe9c89..a0f45ca 100644
--- a/SUPPORT_MATRIX.md
+++ b/SUPPORT_MATRIX.md
@@ -31,7 +31,7 @@ Tested combinations of CUBRID server, Python version, and driver/framework.
 |-----------|---------|--------|
 | pycubrid | ≥ 1.3.2 | ✅ Required |
 | sqlalchemy-cubrid | ≥ 1.0 | ✅ Required for SQLAlchemy recipes |
-| SQLAlchemy | 2.0–2.1 | ✅ |
+| SQLAlchemy | 2.0–2.2 | ✅ |
 | Flask | ≥ 3.0 | ✅ |
 | Flask-SQLAlchemy | ≥ 3.1 | ✅ |
 | FastAPI | ≥ 0.100 | ✅ |
diff --git a/fundamentals/parameterized-queries/04_prepared.py b/fundamentals/parameterized-queries/04_parameterized.py
similarity index 98%
rename from fundamentals/parameterized-queries/04_prepared.py
rename to fundamentals/parameterized-queries/04_parameterized.py
index 37cbe6c..e6ca285 100644
--- a/fundamentals/parameterized-queries/04_prepared.py
+++ b/fundamentals/parameterized-queries/04_parameterized.py
@@ -1,4 +1,4 @@
-"""04_prepared.py — Parameterized queries and batch operations.
+"""04_parameterized.py — Parameterized queries and batch operations.
 
 Demonstrates:
 - Parameterized queries (qmark style: ?)
diff --git a/fundamentals/parameterized-queries/README.md b/fundamentals/parameterized-queries/README.md
index 78aca49..c9595d3 100644
--- a/fundamentals/parameterized-queries/README.md
+++ b/fundamentals/parameterized-queries/README.md
@@ -13,7 +13,7 @@ qmark (`?`) placeholder style.
 
 | Recipe | Description |
 |--------|-------------|
-| [`04_prepared.py`](04_prepared.py) | Parameterized queries, batch operations with `executemany()` |
+| [`04_parameterized.py`](04_parameterized.py) | Parameterized queries, batch operations with `executemany()` |
 
 ## Why parameterized queries?
 
diff --git a/fundamentals/parameterized-queries/expected/04_prepared.expected b/fundamentals/parameterized-queries/expected/04_parameterized.expected
similarity index 100%
rename from fundamentals/parameterized-queries/expected/04_prepared.expected
rename to fundamentals/parameterized-queries/expected/04_parameterized.expected