Blogs
Developer insights and practical how-to articles from our experts to inspire and empower your search experience.
Jina embeddings v3 now available on Gemini Enterprise Agent Platform Model Garden
Jina search foundation model, jina-embeddings-v3, is now self-deployable on Gemini Enterprise Agent Platform Model Garden, with more to follow. Run jina-embeddings-v3 on a single L4 GPU inside your own VPC.
Elastic Security, Observability, and Search now offer interactive UI in your AI tools
Elastic is the first security vendor to ship an interactive UI in AI Conversations, built on the MCP App standard that Anthropic and OpenAI co-authored. It launches alongside two other Elastic MCP Apps for Observability and Search.
Introducing unified API keys for Elastic Cloud Serverless and Elasticsearch
Learn how Elastic unified control plane and data plane authentication in Serverless with a globally distributed IAM architecture. Use one API key for Cloud and Elasticsearch APIs.
Fast approximate Elasticsearch ES|QL - part II
Explaining the approach we use to obtain fast approximate Elasticsearch ES|QL queries and the testing we did of error estimation.
Fast approximate Elasticsearch ES|QL - part I
Introducing the work we've done on a fast approximate querying mode for Elasticsearch ES|QL. In many cases, it allows us to achieve orders of magnitude latency reductions while providing accurate estimates.
Is your ML job's datafeed losing a race it cannot win?
Learn how switching from scroll-based to aggregation-based datafeeds optimizes machine learning jobs for large-scale deployments.
How big is too big? Elasticsearch sizing best practices
There’s no hard size limit in Elasticsearch, but there are clear signals you've outgrown your setup. Learn how to size shards, manage node limits, choose storage by tier, and use AutoOps to catch problems before they happen.
New Elasticsearch ES|QL plugin for IntelliJ IDEA
Build and run Elasticsearch ES|QL queries in your IDE with the new plugin for IntelliJ IDEA.
Unsupervised document clustering with Elasticsearch + Jina embeddings
A practical, reproducible approach to unsupervised document clustering with Elasticsearch and Jina embeddings.
Why ecommerce search needs governance
Learn why ecommerce search falls short without governance and how a control layer ensures predictable and intent-driven results, thus improving retrieval.
How to build agentic AI applications with Mastra and Elasticsearch
Learn how to build agentic AI applications using Mastra and Elasticsearch through a practical example.
