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[Feature Request]: Add Qdrant vector database ingestion support #38141

@MichaelGruschke

Description

@MichaelGruschke

What would you like to happen?

Problem: Apache Beam currently lacks built-in support for writing embeddings to Qdrant, a popular vector database used in RAG pipelines. Users must implement custom integrations to use Qdrant with Beam.

Solution: Add VectorDatabaseWriteConfig implementation for Qdrant, enabling seamless embedding ingestion to Qdrant collections using the already provided RAG abstractions.

Issue Priority

Priority: 2 (default / most feature requests should be filed as P2)

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