Slide 1: Introduction: Vector Transactions & ClickHouse. Slide 2: Why ClickHouse for Vector Data?. Slide 3: ClickHouse Architecture for Vector Transactions. Slide 4: Implementing Vector Transactions in ClickHouse. Slide 5: Use Case: Real-time Recommendation System. Slide 6: Performance Considerations. Slide 7: Benchmarking Vector Transactions. Slide 8: Challenges and Future Directions. Slide 9: Conclusion: ClickHouse as a Viable Vector Database. Slide 10: Q&A