writing 9 posts 9 topics
Updated May 12, 2026
Field notes on comment spam, moderation, anti-spam patterns, and the operational shape of text classification at scale. Written for the engineers and site operators we'd want to read this.
A practical buying guide for blog owners comparing Siftfy, Akismet, OOPSpam, and CleanTalk for comment spam, contact forms, and SaaS publishing workflows.
Why LLM-generated comment spam slips past keyword rules, the structural patterns that still expose it, and how a calibrated classifier scores it in production.
Server-side classification, honeypots, time-trap fields, and trust scoring — how blog owners can stop comment spam without making real readers solve a puzzle.
The best Akismet alternatives for 2026 — API-first and plugin options compared on pricing, SEO impact, and zero-downtime migration that won't lose leads.
How honeypot fields catch basic bots, where they fail, the accessibility traps to avoid, and how to layer them with content classification.
How on-page anti-spam plugins add JavaScript, database work, third-party calls, and Core Web Vitals cost, plus the server-side alternative.
What trackbacks and pingbacks are, why modern platforms disabled them, and how old WordPress settings can still leak SEO value.
A practical moderation playbook: triage queues, trusted-author allowlists, edge cases, and throughput traps that wear teams down.
How spam comments affect crawl budget, link equity, user-generated spam policy risk, and rel=ugc handling on public discussion pages.