fixing links

Author: moshesham

CONTRIBUTING.md

@@ -287,8 +287,8 @@ We track and celebrate contributions through our gamification system:
 
 ## 📞 Getting Help
 
-- **Questions**: Open a [Discussion](../../discussions)
-- **Bugs**: Open an [Issue](../../issues)
+- **Questions**: Open a [Discussion](https://github.com/Analytical-Guide/Datalake-Guide/discussions)
+- **Bugs**: Open an [Issue](https://github.com/Analytical-Guide/Datalake-Guide/issues)
 - **Security**: Email security concerns to the maintainers
 
 ## 🎓 Learning Resources
@@ -309,4 +309,4 @@ Every contribution, no matter how small, helps make this knowledge hub more valu
 
 ---
 
-**Questions?** Open a [Discussion](../../discussions) or reach out to the maintainers.
+**Questions?** Open a [Discussion](https://github.com/Analytical-Guide/Datalake-Guide/discussions) or reach out to the maintainers.

QUICKSTART.md

@@ -249,10 +249,10 @@ flake8 .
 → Follow [Contributing Guide](CONTRIBUTING.md)
 
 **Report a bug**
-→ [Open an issue](../../issues)
+→ [Open an issue](https://github.com/Analytical-Guide/Datalake-Guide/issues)
 
 **Ask a question**
-→ [Start a discussion](../../discussions)
+→ [Start a discussion](https://github.com/Analytical-Guide/Datalake-Guide/discussions)
 
 **See who's contributing**
 → Check [README leaderboard](README.md#-community-leaderboard)
@@ -268,7 +268,7 @@ flake8 .
 
 - [Delta Lake Slack](https://delta-users.slack.com/)
 - [Iceberg Slack](https://apache-iceberg.slack.com/)
-- [Repository Discussions](../../discussions)
+- [Repository Discussions](https://github.com/Analytical-Guide/Datalake-Guide/discussions)
 
 ### Deep Dives
 
@@ -286,8 +286,8 @@ flake8 .
 
 ## ❓ Getting Help
 
-- **Questions**: [Open a Discussion](../../discussions)
-- **Bugs**: [Create an Issue](../../issues)
+- **Questions**: [Open a Discussion](https://github.com/Analytical-Guide/Datalake-Guide/discussions)
+- **Bugs**: [Create an Issue](https://github.com/Analytical-Guide/Datalake-Guide/issues)
 - **Security**: Contact maintainers directly
 
 ## 🏆 Hall of Fame
@@ -298,6 +298,6 @@ Check out our top contributors on the [main README](README.md#-community-leaderb
 
 **Ready to dive in?** Pick a starting point above and begin your journey! 🚀
 
-**Have questions?** Don't hesitate to ask in [Discussions](../../discussions).
+**Have questions?** Don't hesitate to ask in [Discussions](https://github.com/Analytical-Guide/Datalake-Guide/discussions).
 
 **Want to contribute?** We'd love your help! See [CONTRIBUTING.md](CONTRIBUTING.md).

README.md

@@ -83,7 +83,7 @@ Every recipe in our [code-recipes](code-recipes/) directory follows a standardiz
 ### For Contributors
 
 1. Read our [Contributing Guide](CONTRIBUTING.md)
-2. Check [open issues](../../issues) for areas needing help
+2. Check [open issues](https://github.com/Analytical-Guide/Datalake-Guide/issues) for areas needing help
 3. Review the [Code of Conduct](CODE_OF_CONDUCT.md)
 4. Submit your first pull request!
 
@@ -100,9 +100,9 @@ This project is licensed under the Apache License 2.0 - see the [LICENSE](LICENS
 
 ## 🤝 Community & Support
 
-- **Issues**: [Report bugs or request features](../../issues)
-- **Discussions**: [Join community discussions](../../discussions)
-- **Pull Requests**: [Contribute code or documentation](../../pulls)
+- **Issues**: [Report bugs or request features](https://github.com/Analytical-Guide/Datalake-Guide/issues)
+- **Discussions**: [Join community discussions](https://github.com/Analytical-Guide/Datalake-Guide/discussions)
+- **Pull Requests**: [Contribute code or documentation](https://github.com/Analytical-Guide/Datalake-Guide/pulls)
 
 ## 🙏 Acknowledgments
 

code-recipes/RECIPE_TEMPLATE.md

@@ -176,8 +176,8 @@ Before submitting your recipe as a pull request, ensure:
 
 If you need help creating a recipe:
 - Check existing recipes for examples
-- Ask in [Discussions](../../discussions)
-- Read the [Contributing Guide](../../CONTRIBUTING.md)
+- Ask in [Discussions](https://github.com/Analytical-Guide/Datalake-Guide/discussions)
+- Read the [Contributing Guide](../CONTRIBUTING.md)
 
 ## Recognition
 

code-recipes/index.md

@@ -0,0 +1,32 @@
+---
+title: Code Recipes Catalog
+permalink: /code-recipes/
+description: Curated, validated implementations for Delta Lake and Apache Iceberg workloads.
+---
+
+# Code Recipes Catalog
+
+Choose a recipe to explore real-world implementations with runnable code, validation, and documentation.
+
+<div class="card-grid">
+  <a class="card" href="{{ '/code-recipes/examples/basic-delta-table/' | relative_url }}">
+    <h3>Basic Delta Lake Table</h3>
+    <p>Create your first Delta table with enforced schema, ACID guarantees, and validation checks.</p>
+    <span class="card-cta">Open recipe →</span>
+  </a>
+  <a class="card" href="{{ '/code-recipes/examples/basic-iceberg-table/' | relative_url }}">
+    <h3>Basic Apache Iceberg Table</h3>
+    <p>Provision an Iceberg table with hidden partitioning and multi-catalog support in PySpark.</p>
+    <span class="card-cta">Open recipe →</span>
+  </a>
+  <a class="card" href="{{ '/code-recipes/examples/streaming-cdc-pipeline/' | relative_url }}">
+    <h3>Streaming CDC Pipeline</h3>
+    <p>Ingest change data capture streams into Delta Lake using Structured Streaming.</p>
+    <span class="card-cta">Open recipe →</span>
+  </a>
+  <a class="card" href="{{ '/code-recipes/examples/time-series-forecasting/' | relative_url }}">
+    <h3>Time Series Forecasting</h3>
+    <p>Build and validate a weather forecasting workload backed by Delta Lake storage.</p>
+    <span class="card-cta">Open recipe →</span>
+  </a>
+</div>

docs/awesome-list.md

@@ -46,9 +46,9 @@ Comprehensive guide covering Iceberg architecture, design decisions, and best pr
 
 ### Tutorials
 
-- [Delta Lake Quickstart](../tutorials/getting-started.md) - Get started with Delta Lake
-- [Iceberg Quickstart](../tutorials/getting-started.md) - Get started with Apache Iceberg
-- [Migration Guide: Parquet to Delta/Iceberg](../tutorials/migration.md) - Convert existing data lakes
+- [Delta Lake Quickstart]({{ '/docs/tutorials/getting-started/' | relative_url }}) - Get started with Delta Lake
+- [Iceberg Quickstart]({{ '/docs/tutorials/getting-started/' | relative_url }}) - Get started with Apache Iceberg
+- [Migration Guide: Parquet to Delta/Iceberg]({{ '/docs/tutorials/migration-guide/' | relative_url }}) - Convert existing data lakes
 
 ### Video Content
 

docs/best-practices/production-readiness.md

@@ -1286,7 +1286,7 @@ Production readiness requires attention to multiple aspects: data organization,
 
 - [Delta Lake Performance Tuning](https://docs.delta.io/latest/optimizations-oss.html)
 - [Iceberg Performance](https://iceberg.apache.org/docs/latest/performance/)
-- [Data Engineering Best Practices](../architecture/best-practices.md)
+- [Knowledge Hub Blueprint]({{ '/docs/blueprint/' | relative_url }})
 
 ---
 

docs/tutorials/getting-started.md

@@ -378,19 +378,19 @@ actions.rewriteDataFiles().execute()
 After completing this tutorial, explore:
 
 1. **Advanced Features**:
-   - [Schema Evolution Guide](schema-evolution.md)
-   - [Time Travel Deep Dive](time-travel.md)
-   - [Concurrency Control](concurrency.md)
+    - [Advanced Schema Evolution Recipe]({{ '/code-recipes/examples/advanced-schema-evolution/' | relative_url }})
+    - [Time Travel Deep Dive](https://docs.delta.io/latest/delta-utility.html#time-travel)
+    - [Concurrency Control](https://docs.delta.io/latest/delta-concurrency-control.html)
 
 2. **Production Patterns**:
-   - [Data Pipeline Architectures](../architecture/data-pipelines.md)
-   - [Monitoring and Observability](monitoring.md)
-   - [Cost Optimization](cost-optimization.md)
+    - [System Architecture Overview]({{ '/docs/architecture/system-overview/' | relative_url }})
+    - [Production Readiness Checklist]({{ '/docs/best-practices/production-readiness/' | relative_url }})
+    - [Knowledge Hub Blueprint]({{ '/docs/blueprint/' | relative_url }})
 
 3. **Hands-on Practice**:
-   - Browse [Code Recipes](../../code-recipes/)
-   - Try [Performance Tuning Examples](../../code-recipes/performance/)
-   - Explore [Migration Strategies](../../code-recipes/migration/)
+    - Browse the [Code Recipes Collection]({{ '/code-recipes/' | relative_url }})
+    - Try the [Streaming CDC Pipeline]({{ '/code-recipes/examples/streaming-cdc-pipeline/' | relative_url }})
+    - Explore [Time Series Forecasting]({{ '/code-recipes/examples/time-series-forecasting/' | relative_url }})
 
 ## Resources
 

index.md

@@ -86,7 +86,7 @@ Every recipe in our [code-recipes](code-recipes/) directory follows a standardiz
 ### For Contributors
 
 1. Read our [Contributing Guide](CONTRIBUTING.md)
-2. Check [open issues](../../issues) for areas needing help
+2. Check [open issues](https://github.com/Analytical-Guide/Datalake-Guide/issues) for areas needing help
 3. Review the [Code of Conduct](CODE_OF_CONDUCT.md)
 4. Submit your first pull request!
 
@@ -103,9 +103,9 @@ This project is licensed under the Apache License 2.0 - see the [LICENSE](LICENS
 
 ## 🤝 Community & Support
 
-- **Issues**: [Report bugs or request features](../../issues)
-- **Discussions**: [Join community discussions](../../discussions)
-- **Pull Requests**: [Contribute code or documentation](../../pulls)
+- **Issues**: [Report bugs or request features](https://github.com/Analytical-Guide/Datalake-Guide/issues)
+- **Discussions**: [Join community discussions](https://github.com/Analytical-Guide/Datalake-Guide/discussions)
+- **Pull Requests**: [Contribute code or documentation](https://github.com/Analytical-Guide/Datalake-Guide/pulls)
 
 ## 🙏 Acknowledgments