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War Story: We Replaced Pinecone 1.5 with Milvus 2.4 and Reduced Our Vector DB Co

BACKGROUND
1 SIGNALFIRST DETECTED 28 April 2026
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9 May
We built and open-sourced Caliby: An embedded, high-performance vector database for AI Agents (Beats pgvector by 4x, outperforms FAISS on disk)

<!-- SC_OFF --><div class="md"><p>Hi Reddit, we are a team of database researchers (including a PhD from MIT DB Group) and we just open-sourced an embedded vector database for

OPINION · HOW · LocalLLaMAOPEN STORY
28 Apr
Vector Databases for RAG: Pinecone vs. Weaviate vs. Milvus vs. PGVector 0.8 (PostgreSQL 18)

<p>In 2024, 72% of RAG pipelines fail production due to vector database misconfiguration, costing teams an average of $42k in wasted compute and rework. After benchmarking 4

REPORT · WHAT · Dev.toOPEN STORY
28 Jun
Pinecone vs Weaviate vs Milvus vs Qdrant: Which Vector DB in 2026?

<p>I have helped a number of teams pick a vector database in the last year. The conversation always starts the same way: four logos, one Slack message, one question — which

REPORT · WHEN · Dev.toOPEN STORY
5 Jul
How Forcing 1024-Dim Embeddings Cut Our Pinecone Bill by ~33%

<p>If you've built a RAG pipeline before, you know the pattern: hook up an embedding model, dump vectors into Pinecone, and forget about it until the invoice shows up. That

REPORT · WHERE · Dev.toOPEN STORY
4 May
We Cut Log Costs by 35% Using Vector 0.30 and Loki 3.0: Lessons from a 3-Month Tuning

<p>In Q3 2024, our 12-person platform team slashed log ingestion spend by 35% in 90 days, moving from a brittle Elasticsearch-based pipeline to a tuned Vector 0.30 and Loki 3.0

REPORT · HOW · Dev.toOPEN STORY
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