Apache Flink architecture for real-time WordPress data
How Apache Flink treats batch as a special case of streaming, and how to wire a WooCommerce store into a Flink pipeline for real-time recommendations instead of nightly cron jobs.
Category: E-commerce Development
Why supply chain data silos leave shelves empty
A fashion retailer updated a forecast on a Tuesday and the supply team saw it eleven days later, after the factory lead time had expired. Here is where that delay comes from and what integrated business planning changes about it.
Agentic AI optimization and the end of guess-the-bottleneck
Manual performance tuning is mostly hypothesis and hope. Agentic loops like pi-autoresearch take a metric and a budget, run the experiments themselves, and keep only the versions that measure better.
Agentic commerce in WooCommerce: the latency problem
Beau Lebens talked about agentic commerce at Stripe Sessions, where AI agents do the shopping. My take on the hard parts: live inventory data, checkout security for bots, and what MCP and the Abilities API actually change.
WooCommerce REST API docs moved to a faster new home
The WooCommerce REST API documentation left its 4.2MB single-page site for per-endpoint files on developer.woocommerce.com. What that changes for coding assistants, raw markdown fetches, and doc updates that ship inside the PR.
The Subscriptions health check tool and the HPOS cache bug
WooCommerce added a Subscriptions Health Check tool under Status. It finds subscriptions stuck on manual renewal after the HPOS cache bug, plus active subs with missing or overdue payment dates. Here is what caused it, and what the changelog left out.
Inside WooCommerce for Claude, Automattic’s MCP experiment
WooCommerce for Claude came out of Automattic’s Radical Speed Month. It uses MCP to give the model analytics lookup tables, a store knowledge layer and an AI-readiness score, all on one endpoint. Plus the provider pattern and how to run it locally.
Build your WooCommerce store without the technical debt
A store you can launch in an hour is fine for a prototype. For a real business, the shipping zones, tax classes, asset loading and payment webhooks you set up on day one decide how much refactoring you do later.
Discrete time-to-event modeling for churn timing in WordPress
Binary churn flags tell you that a user left but say nothing about the timing. This post covers discrete time-to-event modeling: why fixed intervals fit WordPress data, how right censoring skews a model, and a small PHP function for hazard rates.
Pandas performance: why row loops wreck your pipelines
Row-wise iteration is what makes most Pandas code slow. This walks through profiling with %timeit and memory_usage, replacing iterrows with vectorized operations, cutting memory with category types, and when to move to Polars or DuckDB instead.