Deduplication and Normalization of Extracted Web Records
Clean records unlock accurate retrieval and agent decisions before the model runs.
Tomasz Wierzbicki
Section
9 stories in Extraction Patterns.
Clean records unlock accurate retrieval and agent decisions before the model runs.
Semantic extraction makes web scraping resilient to layout changes.
JSON-LD markup cuts extraction costs by skipping rendering and LLM parsing.
Design for change rather than hoping schema drift won't happen to your extraction pipeline.
A tool to extract live brand data from company websites as structured JSON.
Each approach trades upfront cost against long-term maintenance burden.
How pagination silently breaks AI pipelines and five patterns to fix it.
Clean HTML conversion to Markdown is the foundation for effective AI pipelines.
Schema quality determines extraction accuracy, not JSON validity.