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Self-hosted search in 2026: revisit Meilisearch, Typesense and Manticore Search before you add another search box

Picture an electrical and hardware distributor headquartered in Vadodara, with warehouses in Anand, Bharuch, Godhra, Rajkot and Surat (an invented example, not a real client).

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Vector search in 2026: revisit pgvector, Qdrant, Milvus, Weaviate before you add a vector database

An e-commerce company in Pune runs customer support on PostgreSQL. The database holds about 2 million help articles, product Q&A threads and resolved tickets, in English and a fair amount of Hinglish.

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Elasticsearch and OpenSearch: revisit the fork before you pick one

Many teams still talk about “our Elastic cluster” when the cluster is actually Amazon OpenSearch Service, or about “OpenSearch” when half the code paths still use an old Elasticsearch client.

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