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Insights on cloud architecture, distributed systems, AI, and modern software engineering practices.

Architecture diagram showing Elasticsearch, Kibana, Jina Embeddings, and Jina Reader containers inside an air-gap boundary with no outbound connections to public cloud APIs

Air-Gapped Semantic Search with Elasticsearch and Jina AI

Air-gapped semantic search with Elasticsearch and Jina AI — no outbound calls, full data residency. Sovereign cloud IaaS hits $80B in 2026 (Gartner). One command deploys the stack.

June 5, 202616 min read
ElasticsearchJina AISemantic Search+2
Elasticsearch storage optimization diagram showing data tiers, ILM lifecycle phases, and storage reduction percentages

Elasticsearch Storage Optimization: ILM, Mapping, pattern_text

Cut Elasticsearch storage by up to 95% using mapping discipline, ILM tiering, LogsDB, and pattern_text — a practical guide for platform engineers.

March 21, 202622 min read
ElasticsearchPlatform Engineering
Elasticsearch 9.x key updates: elastic wordmark with HNSW vector graph, server stack, and stat cards showing 95% memory reduction, 12x indexing throughput, sub-20ms search, and ES|QL GA

What's New with Elasticsearch: Key Updates

Elasticsearch 9.1–9.3 cut vector memory 95%, landed DiskBBQ sub-20ms search, made ES|QL production-ready, and acquired Jina AI. Here's what changed operationally.

March 19, 202613 min read
ElasticsearchAI/MLObservability
Engineer viewing Elastic Observability dashboard with distributed tracing timeline, JVM memory chart, and log stream on a dark monitor with Elastic logo visible

Observability with EDOT — Streams, Gateways, and Scale

EDOT went GA in April 2025. Three-tier Kubernetes collectors, Elastic Streams, OpAMP remote config, and automated SLO breach workflows for platform teams.

March 5, 202617 min read
ElasticsearchObservabilityPlatform Engineering
Elasticsearch at scale: four workload panels for Search, Observability, Security, and Vector AI with stat badges showing 500B docs, 95% memory savings, 1895 detection rules, and sub-20ms vectors

Elasticsearch at Scale: Search, Logs, Security, and Vector AI

Elasticsearch at scale — from 500B-document clusters to 95% vector memory reduction with BBQ — covering Search, Observability, Security, and AI/ML with a hosting model comparison.

March 3, 202619 min read
ElasticsearchObservabilityAI/ML
Hand-drawn architecture sketch of the full Elastic Stack: Filebeat, Metricbeat, Heartbeat, APM Agent, and Fleet-managed Elastic Agent feeding through Logstash and ingest pipelines into an Elasticsearch cluster, with Kibana monitoring panel showing cluster health, JVM heap, thread pools, and 9 alert rules

Elasticsearch Stack Monitoring, A Production Guide

Cluster health is green until it isn't. Stack Monitoring surfaces JVM pressure, thread pool rejections, disk headroom, and CCR lag — nine default alert rules before incidents.

February 24, 202613 min read
ElasticsearchObservabilityPlatform Engineering