SEO schema cleanup + blog index update
Removed 42 deprecated/restricted schema blocks across 21 files: - FAQPage removed from all commercial pages (restricted Aug 2023) - HowTo removed from all pages (rich results removed Sep 2023) - Compliance guide: author type fixed Organization->Person Blog index: - New article cards: ai-web-scraping-2026, web-scraping-lead-generation-uk - Stats updated: 55+ articles -> 57+, 2025 Content -> 2026 Content - Featured article date updated to March 2026 - Blog schema updated with new BlogPosting entries
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@@ -476,45 +476,6 @@ $breadcrumbs = [
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<script src="/assets/js/main.js" defer></script>
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<script src="../../assets/js/cro-enhancements.js"></script>
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<script type="application/ld+json">
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{
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"@context": "https://schema.org",
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"@type": "FAQPage",
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"mainEntity": [
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{
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"@type": "Question",
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"name": "Airflow vs Prefect vs Dagster: which is best for UK data teams in 2026?",
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"acceptedAnswer": {
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"@type": "Answer",
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"text": "Airflow is best for teams needing a large ecosystem and proven enterprise use. Prefect suits teams wanting a modern Python-first API with less boilerplate. Dagster wins for asset-based thinking and strong local development. For most UK SMEs starting fresh, Prefect offers the best balance of simplicity and power."
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}
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},
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{
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"@type": "Question",
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"name": "What is the difference between Airflow and Prefect?",
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"acceptedAnswer": {
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"@type": "Answer",
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"text": "Apache Airflow defines DAGs in Python files and requires a scheduler, workers, and metadata database. Prefect uses a cleaner Python decorator syntax with automatic retry logic and an optional hosted cloud UI. Prefect is faster to get started with; Airflow has a larger ecosystem of pre-built operators."
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}
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},
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{
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"@type": "Question",
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"name": "Can I run Airflow, Prefect or Dagster on a small UK server or VPS?",
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"acceptedAnswer": {
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"@type": "Answer",
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"text": "Yes. Airflow with LocalExecutor runs on 2 vCPUs and 4GB RAM for light workloads. Prefect is lighter if you use Prefect Cloud for the UI. Dagster typically needs 4GB+ RAM. All three work on standard UK VPS providers like Hetzner, DigitalOcean, or OVH."
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}
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},
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{
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"@type": "Question",
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"name": "How much does it cost to run a Python data pipeline in the cloud?",
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"acceptedAnswer": {
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"@type": "Answer",
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"text": "Self-hosted on a VPS: GBP5-40/month. Prefect Cloud has a free tier. Astronomer (managed Airflow) starts at around 00/month. For most UK small businesses, self-hosted Prefect or Airflow on a GBP10-20/month VPS is the most cost-effective option."
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}
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}
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]
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}
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</script>
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</body>
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</html>
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