SEO Log Analysis in 2026: My ELK Pipeline After OpenSearch 2.18 and What Broke
Published 19 May 2026 · Andrii · ~3,200 words
Read the field note ↗Practical thinking on technical SEO, content, and the changing shape of search. From the details that break a crawl to the decisions that build a business.
270 field notes · Page 12 of 23
Published 19 May 2026 · Andrii · ~3,200 words
Read the field note ↗Published 19 May 2026 · Andrii · ~3,100 words
Read the field note ↗Published 19 May 2026. I maintain seven production Looker Studio dashboards connected to GA4 BigQuery exports. Five of them broke partially or completely in 2025 due to schema…
Read the field note ↗I've rebuilt this thing three times. First rebuild was in late Q3 2024 when our GA4 BigQuery export started producing session-scoped rows that didn't join cleanly to GSC click data.…
Read the field note ↗After rebuilding every n8n SEO workflow for AI-agent compatibility in early 2026, here are the 9 that actually survived and why 14 others got killed.
Read the field note ↗A frank audit of my personal Python SEO toolkit after LLM APIs dropped to near-zero cost: what I retired, what I kept, and what I rebuilt from scratch.
Read the field note ↗After four years of Looker Studio for client SEO dashboards, I moved everything to Streamlit 1.40+ in Q1 2026. Here's what broke, what worked, and whether it was worth it.
Read the field note ↗Airflow 3.x broke my entire SEO data pipeline in January 2026. Here's what I had to rebuild, what the new architecture looks like, and which DAGs are running in production now.
Read the field note ↗Three years after the Yandex source-code leak, what do the ranking signals actually do in practice? Here's what I changed for CIS clients in 2025–2026 and what moved the needle.
Read the field note ↗Six days from publish to ranking. Here's exactly what changed in our Baidu workflow in 2025–2026, why ICP licensing still matters more than most agencies admit, and two things I was…
Read the field note ↗Naver's SmartBlock redesigned the SERP in ways nobody fully predicted. Here's what happened to my Korean clients' VIEW traffic in 2025, what the new SmartBlock structure requires,…
Read the field note ↗In October 2025, my analytics showed 4,847 referral sessions from kagi.com in a single month. Not a single one came from a campaign I'd built for it. I hadn't optimized for it. I…
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