From 62e69542b06cb8d1a18bb89c3506176dad24da86 Mon Sep 17 00:00:00 2001
From: Peter Foster <peter.foster@ukdataservices.co.uk>
Date: Sun, 8 Mar 2026 10:48:11 +0000
Subject: [PATCH] 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
---
 ...ndustries-benefit-most-web-scraping-uk.php | 34 +-------
 ...ligence-consultants-uk-selection-guide.php | 66 +--------------
 ...itoring-software-build-vs-buy-analysis.php | 34 +-------
 ...ompanies-london-top-providers-compared.php | 34 +-------
 ...tion-impact-assessment-web-scraping-uk.php | 34 +-------
 .../data-quality-validation-pipelines.php     | 33 +-------
 ...-99-8-percent-data-accuracy-uk-clients.php | 34 +-------
 .../predictive-analytics-customer-churn.php   | 82 +------------------
 .../python-data-pipeline-tools-2025.php       | 41 +---------
 .../python-scrapy-enterprise-guide.php        | 73 +----------------
 ...traction-technical-guide-uk-businesses.php | 66 +--------------
 .../selenium-vs-playwright-comparison.php     | 41 +---------
 ...ng-regulations-businesses-need-to-know.php | 34 +-------
 .../web-scraping-compliance-uk-guide.php      | 77 +----------------
 ...ping-services-uk-complete-buyers-guide.php | 34 +-------
 ...-are-ranked-1-uk-web-scraping-services.php | 34 +-------
 blog/index.php                                | 20 ++++-
 services/competitive-intelligence.php         | 34 +-------
 services/ecommerce-price-scraping.php         | 34 +-------
 services/price-monitoring.php                 | 34 +-------
 services/web-scraping.php                     | 34 --------
 21 files changed, 40 insertions(+), 867 deletions(-)

diff --git a/blog/articles/5-industries-benefit-most-web-scraping-uk.php b/blog/articles/5-industries-benefit-most-web-scraping-uk.php
index ec8b2e0..7abafbb 100644
--- a/blog/articles/5-industries-benefit-most-web-scraping-uk.php
+++ b/blog/articles/5-industries-benefit-most-web-scraping-uk.php
@@ -93,39 +93,7 @@ $og_image = "https://ukdataservices.co.uk/assets/images/blog/industries-web-scra
     }
     </script>
 
-    <!-- FAQ Schema -->
-    <script type="application/ld+json">
-    {
-        "@context": "https://schema.org",
-        "@type": "FAQPage",
-        "mainEntity": [
-            {
-                "@type": "Question",
-                "name": "Which UK industry benefits most from web scraping?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Property and e-commerce consistently show the highest ROI from web scraping in the UK, due to the volume of publicly available listing and pricing data and the direct link between data quality and commercial decisions. Financial services and energy are close behind given the value of real-time market data in those sectors."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "Is property data scraping legal in the UK?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Scraping publicly available property listing data is generally lawful in the UK, provided it does not involve personal data without a lawful basis under the UK GDPR, does not circumvent technical access controls, and does not infringe database rights held by the portal operator. Professional compliance review is recommended before commencing any property data scraping project."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "How does web scraping help UK financial services firms?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Financial services firms use web scraping to gather alternative data — regulatory filings, company announcements, news sentiment, and market commentary — that is not available through traditional data vendors. This data supports investment research, risk monitoring, and compliance surveillance. All such activity must comply with FCA rules around market abuse and data governance."
-                }
-            }
-        ]
-    }
-    </script>
+
 </head>
 <body>
     <!-- Skip to content for accessibility -->
diff --git a/blog/articles/business-intelligence-consultants-uk-selection-guide.php b/blog/articles/business-intelligence-consultants-uk-selection-guide.php
index 2d44248..7ba6ef3 100644
--- a/blog/articles/business-intelligence-consultants-uk-selection-guide.php
+++ b/blog/articles/business-intelligence-consultants-uk-selection-guide.php
@@ -90,71 +90,9 @@ $modified_date = "2025-08-08";
     }
     </script>
     
-    <!-- HowTo Schema -->
-    <script type="application/ld+json">
-    {
-        "@context": "https://schema.org",
-        "@type": "HowTo",
-        "name": "How to Choose Business Intelligence Consultants in the UK",
-        "description": "Complete guide to selecting the right BI consultant for your business needs",
-        "step": [
-            {
-                "@type": "HowToStep",
-                "name": "Define BI Requirements",
-                "text": "Assess current data landscape, identify business objectives, and determine specific BI needs including reporting, analytics, and dashboard requirements."
-            },
-            {
-                "@type": "HowToStep", 
-                "name": "Evaluate Consultant Expertise",
-                "text": "Review technical capabilities, industry experience, certifications, and past project successes to ensure alignment with your requirements."
-            },
-            {
-                "@type": "HowToStep",
-                "name": "Compare Service Models",
-                "text": "Assess different engagement models including project-based, retainer arrangements, and managed services to find the best fit."
-            },
-            {
-                "@type": "HowToStep",
-                "name": "Calculate ROI Expectations",
-                "text": "Establish clear success metrics, timeline expectations, and return on investment calculations to measure project success."
-            }
-        ]
-    }
-    </script>
+
     
-    <!-- FAQ Schema -->
-    <script type="application/ld+json">
-    {
-        "@context": "https://schema.org",
-        "@type": "FAQPage",
-        "mainEntity": [
-            {
-                "@type": "Question",
-                "name": "What do business intelligence consultants do?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Business intelligence consultants help organizations transform raw data into actionable insights through strategy development, system implementation, dashboard creation, data integration, analytics setup, and user training to improve decision-making and business performance."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "How much do BI consultants cost in the UK?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "UK BI consultants typically charge £150-800 per hour, with project costs ranging from £10,000-500,000+ depending on scope. Senior consultants and specialists command £400-800/hour, while junior consultants charge £150-350/hour."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "What should I look for in a BI consultant?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Key factors include technical expertise in relevant BI platforms, industry experience, proven track record, strong communication skills, change management capabilities, certification credentials, and cultural fit with your organization."
-                }
-            }
-        ]
-    }
-    </script>
+
 </head>
 <body>
     <!-- Skip to content for accessibility -->
diff --git a/blog/articles/competitor-price-monitoring-software-build-vs-buy-analysis.php b/blog/articles/competitor-price-monitoring-software-build-vs-buy-analysis.php
index bb0740a..b19f4e2 100644
--- a/blog/articles/competitor-price-monitoring-software-build-vs-buy-analysis.php
+++ b/blog/articles/competitor-price-monitoring-software-build-vs-buy-analysis.php
@@ -90,39 +90,7 @@ $modified_date = "2025-08-08";
     }
     </script>
     
-    <!-- FAQ Schema -->
-    <script type="application/ld+json">
-    {
-        "@context": "https://schema.org",
-        "@type": "FAQPage",
-        "mainEntity": [
-            {
-                "@type": "Question",
-                "name": "Should I build or buy competitor price monitoring software?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "The decision depends on your specific needs: Buy off-the-shelf solutions for quick deployment (£200-2,000/month), build custom solutions for unique requirements (£50,000-500,000 investment). Consider factors like time-to-market, ongoing maintenance, scalability, and total cost of ownership."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "How much does competitor price monitoring software cost?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Off-the-shelf solutions range from £200-2,000/month for basic plans to £5,000+/month for enterprise features. Custom builds typically cost £50,000-500,000 initially, plus £10,000-50,000 annually for maintenance. Total 3-year costs often favor buying for standard needs."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "What features should price monitoring software include?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Essential features include automated price collection, real-time alerts, competitive analysis dashboards, historical price tracking, dynamic pricing rules, API integrations, multi-channel monitoring, and compliance with legal requirements like terms of service and rate limiting."
-                }
-            }
-        ]
-    }
-    </script>
+
 </head>
 <body>
     <!-- Skip to content for accessibility -->
diff --git a/blog/articles/data-analytics-companies-london-top-providers-compared.php b/blog/articles/data-analytics-companies-london-top-providers-compared.php
index 3d9bbd3..30cb9c0 100644
--- a/blog/articles/data-analytics-companies-london-top-providers-compared.php
+++ b/blog/articles/data-analytics-companies-london-top-providers-compared.php
@@ -247,39 +247,7 @@ $modified_date = "2026-03-01";
     </div>
 </section>
     
-    <!-- FAQ Schema -->
-    <script type="application/ld+json">
-    {
-        "@context": "https://schema.org",
-        "@type": "FAQPage",
-        "mainEntity": [
-            {
-                "@type": "Question",
-                "name": "What are the top data analytics companies in London?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Leading data analytics companies in London include specialist agencies like <a href=\"https://ukdataservices.co.uk/services/data-analytics\">UK Data Services</a>, major consultancies like Deloitte and Accenture, and niche firms such as Tessella. This guide compares the top providers to help you find the best fit."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "How much do data analytics services cost in London?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Data analytics services in London typically cost £150-500 per hour for consultancy, £5,000-50,000 for project-based work, and £10,000-100,000+ per month for ongoing analytics partnerships. Costs vary based on complexity, team size, and technology requirements."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "What should I look for when choosing a data analytics company in London?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Key factors include industry expertise, technical capabilities, team qualifications, proven track record, compliance knowledge, scalability, transparent pricing, local presence, and cultural fit with your organization's values and working style."
-                }
-            }
-        ]
-    }
-    </script>
+
 </head>
 <body>
     <!-- Skip to content for accessibility -->
diff --git a/blog/articles/data-protection-impact-assessment-web-scraping-uk.php b/blog/articles/data-protection-impact-assessment-web-scraping-uk.php
index 5386205..51baab5 100644
--- a/blog/articles/data-protection-impact-assessment-web-scraping-uk.php
+++ b/blog/articles/data-protection-impact-assessment-web-scraping-uk.php
@@ -407,38 +407,6 @@ $read_time = 12;
     
     <?php include($_SERVER["DOCUMENT_ROOT"] . "/includes/footer.php"); ?>
     
-    <!-- Schema for FAQ -->
-    <script type="application/ld+json">
-    {
-        "@context": "https://schema.org",
-        "@type": "FAQPage",
-        "mainEntity": [
-            {
-                "@type": "Question",
-                "name": "Is a DPIA always required for web scraping?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "No, a DPIA is only required when web scraping involves personal data, special category data, systematic monitoring, large-scale processing, or automated decision-making. For example, scraping public product prices without personal data typically doesn't require a DPIA."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "What are the penalties for not conducting a required DPIA?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Failure to conduct a DPIA when required can result in fines of up to €10 million or 2% of global annual turnover under UK GDPR. The ICO can also issue enforcement notices requiring you to stop processing."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "How often should a DPIA be reviewed?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "A DPIA should be reviewed at least annually, or whenever there are significant changes to the processing activities, data sources, technologies used, or legal requirements."
-                }
-            }
-        ]
-    }
-    </script>
+
 </body>
 </html>
\ No newline at end of file
diff --git a/blog/articles/data-quality-validation-pipelines.php b/blog/articles/data-quality-validation-pipelines.php
index d117adb..3d70608 100644
--- a/blog/articles/data-quality-validation-pipelines.php
+++ b/blog/articles/data-quality-validation-pipelines.php
@@ -545,37 +545,6 @@ $read_time = 9;
     <script src="../../assets/js/main.js"></script>
 <script src="../../assets/js/cro-enhancements.js"></script>
 
-<script type="application/ld+json">
-{
-  "@context": "https://schema.org",
-  "@type": "FAQPage",
-  "mainEntity": [
-    {
-      "@type": "Question",
-      "name": "What is advanced statistical validation in data pipelines?",
-      "acceptedAnswer": {
-        "@type": "Answer",
-        "text": "Advanced statistical validation uses techniques such as z-score analysis, interquartile range checks, Kolmogorov-Smirnov tests, and distribution comparison to detect anomalies in data pipelines that simple rule-based checks miss. It catches issues like distributional drift, unexpected skew, or out-of-range values that only become visible when compared to historical baselines."
-      }
-    },
-    {
-      "@type": "Question",
-      "name": "What tools are best for data quality validation in Python?",
-      "acceptedAnswer": {
-        "@type": "Answer",
-        "text": "The most widely used Python tools for data quality validation are Great Expectations (comprehensive rule-based validation with HTML reports), Pandera (schema validation for DataFrames), Deequ (Amazon's library for large-scale validation), and dbt tests for SQL-based pipelines. Great Expectations is the most popular choice for production data pipelines in UK data teams."
-      }
-    },
-    {
-      "@type": "Question",
-      "name": "How do you validate data quality automatically in a pipeline?",
-      "acceptedAnswer": {
-        "@type": "Answer",
-        "text": "Automated data quality validation involves: (1) defining schema and type constraints, (2) setting statistical thresholds based on historical baselines, (3) running validation checks as pipeline steps, (4) routing failed records to a quarantine layer, and (5) alerting the data team via Slack or email. Tools like Great Expectations or dbt can run these checks natively within Airflow or Prefect workflows."
-      }
-    }
-  ]
-}
-</script>
+
 </body>
 </html>
\ No newline at end of file
diff --git a/blog/articles/how-we-achieved-99-8-percent-data-accuracy-uk-clients.php b/blog/articles/how-we-achieved-99-8-percent-data-accuracy-uk-clients.php
index 679ac10..52a5ffc 100644
--- a/blog/articles/how-we-achieved-99-8-percent-data-accuracy-uk-clients.php
+++ b/blog/articles/how-we-achieved-99-8-percent-data-accuracy-uk-clients.php
@@ -93,39 +93,7 @@ $modified_date = "2026-02-27";
     }
     </script>
 
-    <!-- FAQ Schema -->
-    <script type="application/ld+json">
-    {
-        "@context": "https://schema.org",
-        "@type": "FAQPage",
-        "mainEntity": [
-            {
-                "@type": "Question",
-                "name": "How is data accuracy measured in web scraping?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Data accuracy in web scraping is measured at the field level across delivered records. We track the proportion of correctly extracted, correctly typed, and correctly valued fields against the expected schema. Errors are logged, categorised by type, and reported to clients in delivery summaries."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "What happens when an error is detected in delivered data?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "When an error is detected, it is logged, categorised, and — depending on severity — either corrected automatically or escalated for manual review. Clients are notified of errors exceeding defined thresholds within agreed SLA windows, and remediated data is redelivered promptly."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "Can 99.8% accuracy be maintained as source websites change?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Yes, through continuous automated monitoring. Our scrapers run structural checks on every collection run that detect markup changes, schema shifts, and missing fields. When a change is detected, the affected extractor is flagged for immediate review and update before accuracy degrades."
-                }
-            }
-        ]
-    }
-    </script>
+
 </head>
 <body>
     <!-- Skip to content for accessibility -->
diff --git a/blog/articles/predictive-analytics-customer-churn.php b/blog/articles/predictive-analytics-customer-churn.php
index a8d575b..305d5cb 100644
--- a/blog/articles/predictive-analytics-customer-churn.php
+++ b/blog/articles/predictive-analytics-customer-churn.php
@@ -109,46 +109,7 @@ $read_time = 14;
         "inLanguage": "en-GB"
     }
     </script>
-<script type="application/ld+json">
-{
-    "@context": "https://schema.org",
-    "@type": "FAQPage",
-    "mainEntity": [
-        {
-            "@type": "Question",
-            "name": "What is the best machine learning model for churn prediction?",
-            "acceptedAnswer": {
-                "@type": "Answer",
-                "text": "For B2B SaaS churn prediction, Random Forest and XGBoost typically perform best, achieving 80-90% accuracy. The best model depends on your data quality and feature engineering. Start with logistic regression as a baseline, then test ensemble methods."
-            }
-        },
-        {
-            "@type": "Question",
-            "name": "How far in advance can you predict customer churn?",
-            "acceptedAnswer": {
-                "@type": "Answer",
-                "text": "Most effective churn models predict 30-90 days in advance. 90-day prediction windows give enough time for intervention while maintaining accuracy. Shorter windows (7-14 days) are often too late for effective retention campaigns."
-            }
-        },
-        {
-            "@type": "Question",
-            "name": "What data do you need for churn prediction?",
-            "acceptedAnswer": {
-                "@type": "Answer",
-                "text": "Key data includes: usage metrics (login frequency, feature adoption), billing history, support ticket volume, engagement scores, contract details, and customer firmographics. The more behavioral data you have, the more accurate your predictions."
-            }
-        },
-        {
-            "@type": "Question",
-            "name": "What is a good churn rate for B2B SaaS?",
-            "acceptedAnswer": {
-                "@type": "Answer",
-                "text": "Annual churn benchmarks for B2B SaaS: 5-7% is excellent, 10% is acceptable, above 15% needs attention. Monthly churn should be under 1%. Enterprise contracts typically see lower churn (3-5%) than SMB (10-15%)."
-            }
-        }
-    ]
-}
-</script>
+
 
 </head>
 <body>
@@ -1766,45 +1727,6 @@ $read_time = 14;
     </script>
 <script src="../../assets/js/cro-enhancements.js"></script>
 
-<script type="application/ld+json">
-{
-  "@context": "https://schema.org",
-  "@type": "FAQPage",
-  "mainEntity": [
-    {
-      "@type": "Question",
-      "name": "What is predictive analytics for customer churn?",
-      "acceptedAnswer": {
-        "@type": "Answer",
-        "text": "Predictive analytics for customer churn uses machine learning models to identify customers who are likely to cancel or stop using your service, allowing you to intervene proactively. Models are trained on historical behaviour data including usage patterns, support tickets, billing history and engagement metrics."
-      }
-    },
-    {
-      "@type": "Question",
-      "name": "How much can predictive analytics reduce churn?",
-      "acceptedAnswer": {
-        "@type": "Answer",
-        "text": "UK B2B SaaS companies using predictive churn models typically see churn reductions of 25-35%. Results depend on model accuracy, the quality of intervention strategies, and how early at-risk customers are identified. The 35% figure assumes a well-tuned model with a 90-day prediction horizon and an active customer success programme."
-      }
-    },
-    {
-      "@type": "Question",
-      "name": "What data do you need to predict customer churn?",
-      "acceptedAnswer": {
-        "@type": "Answer",
-        "text": "The most predictive features include: product usage frequency and depth, support ticket volume and sentiment, login frequency, feature adoption breadth, billing history and payment failures, NPS scores, and contract renewal dates. You need at least 6-12 months of historical data with known churn outcomes to train a reliable model."
-      }
-    },
-    {
-      "@type": "Question",
-      "name": "Is predictive churn modelling suitable for small UK SaaS companies?",
-      "acceptedAnswer": {
-        "@type": "Answer",
-        "text": "Yes, though you need a minimum dataset of roughly 500-1000 historical churn events to train a statistically reliable model. Smaller companies can start with simpler logistic regression models and progress to gradient boosting as data accumulates. Even basic early-warning scoring outperforms reactive customer success approaches."
-      }
-    }
-  ]
-}
-</script>
+
 </body>
 </html>
\ No newline at end of file
diff --git a/blog/articles/python-data-pipeline-tools-2025.php b/blog/articles/python-data-pipeline-tools-2025.php
index fd584b3..6cae045 100644
--- a/blog/articles/python-data-pipeline-tools-2025.php
+++ b/blog/articles/python-data-pipeline-tools-2025.php
@@ -476,45 +476,6 @@ $breadcrumbs = [
     <script src="/assets/js/main.js" defer></script>
 <script src="../../assets/js/cro-enhancements.js"></script>
 
-<script type="application/ld+json">
-{
-  "@context": "https://schema.org",
-  "@type": "FAQPage",
-  "mainEntity": [
-    {
-      "@type": "Question",
-      "name": "Airflow vs Prefect vs Dagster: which is best for UK data teams in 2026?",
-      "acceptedAnswer": {
-        "@type": "Answer",
-        "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."
-      }
-    },
-    {
-      "@type": "Question",
-      "name": "What is the difference between Airflow and Prefect?",
-      "acceptedAnswer": {
-        "@type": "Answer",
-        "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."
-      }
-    },
-    {
-      "@type": "Question",
-      "name": "Can I run Airflow, Prefect or Dagster on a small UK server or VPS?",
-      "acceptedAnswer": {
-        "@type": "Answer",
-        "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."
-      }
-    },
-    {
-      "@type": "Question",
-      "name": "How much does it cost to run a Python data pipeline in the cloud?",
-      "acceptedAnswer": {
-        "@type": "Answer",
-        "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."
-      }
-    }
-  ]
-}
-</script>
+
 </body>
 </html>
\ No newline at end of file
diff --git a/blog/articles/python-scrapy-enterprise-guide.php b/blog/articles/python-scrapy-enterprise-guide.php
index 151230f..ca7e934 100644
--- a/blog/articles/python-scrapy-enterprise-guide.php
+++ b/blog/articles/python-scrapy-enterprise-guide.php
@@ -92,78 +92,7 @@ $read_time = 12;
     }
     </script>
     
-    <!-- HowTo Schema for Technical Guide -->
-    <script type="application/ld+json">
-    {
-        "@context": "https://schema.org",
-        "@type": "HowTo",
-        "name": "How to Set Up Scrapy for Enterprise Web Scraping Operations",
-        "description": "Step-by-step guide to implement and scale Python Scrapy for enterprise web scraping operations with best practices and optimization techniques.",
-        "image": "https://ukdataservices.co.uk/assets/images/icon-web-scraping-v2.svg",
-        "estimatedCost": {
-            "@type": "MonetaryAmount",
-            "currency": "GBP",
-            "value": "0"
-        },
-        "totalTime": "PT45M",
-        "supply": [
-            {
-                "@type": "HowToSupply",
-                "name": "Python 3.8+"
-            },
-            {
-                "@type": "HowToSupply", 
-                "name": "Scrapy Framework"
-            },
-            {
-                "@type": "HowToSupply",
-                "name": "Development Environment"
-            }
-        ],
-        "tool": [
-            {
-                "@type": "HowToTool",
-                "name": "Python IDE"
-            },
-            {
-                "@type": "HowToTool",
-                "name": "Command Line Interface"
-            }
-        ],
-        "step": [
-            {
-                "@type": "HowToStep",
-                "name": "Install Scrapy Framework",
-                "text": "Install Scrapy using pip and set up your development environment",
-                "url": "https://ukdataservices.co.uk/blog/articles/python-scrapy-enterprise-guide#installation"
-            },
-            {
-                "@type": "HowToStep", 
-                "name": "Create Scrapy Project",
-                "text": "Initialize a new Scrapy project with proper directory structure",
-                "url": "https://ukdataservices.co.uk/blog/articles/python-scrapy-enterprise-guide#project-setup"
-            },
-            {
-                "@type": "HowToStep",
-                "name": "Configure Settings",
-                "text": "Set up enterprise-grade configuration for production deployment",
-                "url": "https://ukdataservices.co.uk/blog/articles/python-scrapy-enterprise-guide#configuration"
-            },
-            {
-                "@type": "HowToStep",
-                "name": "Implement Spiders",
-                "text": "Build scalable spider classes with proper error handling",
-                "url": "https://ukdataservices.co.uk/blog/articles/python-scrapy-enterprise-guide#spider-development"
-            },
-            {
-                "@type": "HowToStep",
-                "name": "Deploy and Monitor",
-                "text": "Deploy to production and implement monitoring systems",
-                "url": "https://ukdataservices.co.uk/blog/articles/python-scrapy-enterprise-guide#deployment"
-            }
-        ]
-    }
-    </script>
+
 </head>
 <body>
     <!-- Skip to content link for accessibility -->
diff --git a/blog/articles/real-time-data-extraction-technical-guide-uk-businesses.php b/blog/articles/real-time-data-extraction-technical-guide-uk-businesses.php
index 2738b0a..2ea0b24 100644
--- a/blog/articles/real-time-data-extraction-technical-guide-uk-businesses.php
+++ b/blog/articles/real-time-data-extraction-technical-guide-uk-businesses.php
@@ -90,71 +90,9 @@ $modified_date = "2025-08-08";
     }
     </script>
     
-    <!-- HowTo Schema -->
-    <script type="application/ld+json">
-    {
-        "@context": "https://schema.org",
-        "@type": "HowTo",
-        "name": "How to Implement Real-Time Data Extraction for UK Businesses",
-        "description": "Step-by-step guide to implementing real-time data extraction systems",
-        "step": [
-            {
-                "@type": "HowToStep",
-                "name": "Assess Data Requirements",
-                "text": "Identify data sources, define real-time requirements, and establish performance criteria for your data extraction needs."
-            },
-            {
-                "@type": "HowToStep", 
-                "name": "Choose Architecture Pattern",
-                "text": "Select appropriate streaming architecture (Lambda, Kappa, or event-driven) based on your technical requirements and constraints."
-            },
-            {
-                "@type": "HowToStep",
-                "name": "Implement Data Pipeline",
-                "text": "Build robust data ingestion, processing, and delivery systems using modern streaming technologies and best practices."
-            },
-            {
-                "@type": "HowToStep",
-                "name": "Monitor and Optimize",
-                "text": "Establish monitoring, alerting, and optimization processes to ensure reliable real-time data delivery and performance."
-            }
-        ]
-    }
-    </script>
+
     
-    <!-- FAQ Schema -->
-    <script type="application/ld+json">
-    {
-        "@context": "https://schema.org",
-        "@type": "FAQPage",
-        "mainEntity": [
-            {
-                "@type": "Question",
-                "name": "What is real-time data extraction?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Real-time data extraction is the process of collecting, processing, and delivering data continuously as it becomes available, typically with latencies of milliseconds to seconds. It enables immediate insights and rapid response to changing business conditions."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "What technologies are used for real-time data extraction?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Key technologies include Apache Kafka for streaming, Apache Flink or Spark Streaming for processing, WebSockets for real-time web connections, message queues like RabbitMQ, and cloud services like AWS Kinesis or Azure Event Hubs."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "How much does real-time data extraction cost?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Costs vary widely based on scale and requirements: cloud services typically cost £500-5,000/month for basic setups, while enterprise implementations range from £50,000-500,000+ for custom systems. Ongoing operational costs include infrastructure, monitoring, and maintenance."
-                }
-            }
-        ]
-    }
-    </script>
+
 </head>
 <body>
     <!-- Skip to content for accessibility -->
diff --git a/blog/articles/selenium-vs-playwright-comparison.php b/blog/articles/selenium-vs-playwright-comparison.php
index b601ca9..2c4eab2 100644
--- a/blog/articles/selenium-vs-playwright-comparison.php
+++ b/blog/articles/selenium-vs-playwright-comparison.php
@@ -91,46 +91,7 @@ $read_time = 9;
         "dateModified": "<?php echo $article_modified; ?>"
     }
     </script>
-<script type="application/ld+json">
-{
-    "@context": "https://schema.org",
-    "@type": "FAQPage",
-    "mainEntity": [
-        {
-            "@type": "Question",
-            "name": "Is Playwright better than Selenium in 2025?",
-            "acceptedAnswer": {
-                "@type": "Answer",
-                "text": "Yes, for most modern use cases. Playwright is 3-5x faster, has better auto-waiting, built-in screenshot and video capabilities, and superior support for modern JavaScript frameworks. However, Selenium still has advantages for legacy browser testing and has a larger community."
-            }
-        },
-        {
-            "@type": "Question",
-            "name": "Is Playwright faster than Selenium?",
-            "acceptedAnswer": {
-                "@type": "Answer",
-                "text": "Yes, Playwright is significantly faster. In benchmarks, Playwright completes test suites 3-5x faster than Selenium due to its modern architecture, better parallelization, and elimination of the WebDriver protocol overhead."
-            }
-        },
-        {
-            "@type": "Question",
-            "name": "Should I switch from Selenium to Playwright?",
-            "acceptedAnswer": {
-                "@type": "Answer",
-                "text": "For new projects, yes. For existing Selenium projects, consider switching if you need better performance, modern browser support, or built-in features like auto-waiting and tracing. Keep Selenium if you need legacy browser support or have heavy investment in Selenium infrastructure."
-            }
-        },
-        {
-            "@type": "Question",
-            "name": "Which is better for web scraping: Selenium or Playwright?",
-            "acceptedAnswer": {
-                "@type": "Answer",
-                "text": "Playwright is generally better for web scraping due to its faster execution, better handling of dynamic content, built-in stealth capabilities, and superior JavaScript rendering. It also has better support for intercepting network requests and handling modern anti-bot measures."
-            }
-        }
-    ]
-}
-</script>
+
 
 </head>
 <body>
diff --git a/blog/articles/uk-vs-us-web-scraping-regulations-businesses-need-to-know.php b/blog/articles/uk-vs-us-web-scraping-regulations-businesses-need-to-know.php
index 24abe90..114bc80 100644
--- a/blog/articles/uk-vs-us-web-scraping-regulations-businesses-need-to-know.php
+++ b/blog/articles/uk-vs-us-web-scraping-regulations-businesses-need-to-know.php
@@ -93,39 +93,7 @@ $modified_date = "2026-02-27";
     }
     </script>
 
-    <!-- FAQ Schema -->
-    <script type="application/ld+json">
-    {
-        "@context": "https://schema.org",
-        "@type": "FAQPage",
-        "mainEntity": [
-            {
-                "@type": "Question",
-                "name": "Is web scraping legal in the UK?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Web scraping of publicly available data is generally lawful in the UK, provided it does not breach the Computer Misuse Act 1990, does not involve scraping personal data without a lawful basis under the UK GDPR, and does not cause unlawful harm to the target website. Professional compliance review is recommended before commencing any scraping project."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "Does GDPR apply to web scraping?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Yes. Where scraped data includes personal data — such as names, email addresses, or any information that can identify a living individual — the UK GDPR applies. Organisations must have a lawful basis for processing, apply data minimisation principles, and comply with data subject rights."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "What is the difference between robots.txt and legal compliance?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "A robots.txt file is a technical instruction, not a legally binding document. In neither the UK nor the US does ignoring robots.txt automatically constitute a criminal offence. However, courts in both jurisdictions have considered robots.txt instructions as relevant evidence of a website operator's intent, and violating them can contribute to a finding of unauthorised access or breach of contract."
-                }
-            }
-        ]
-    }
-    </script>
+
 </head>
 <body>
     <!-- Skip to content for accessibility -->
diff --git a/blog/articles/web-scraping-compliance-uk-guide.php b/blog/articles/web-scraping-compliance-uk-guide.php
index f0dc056..3c24c1d 100644
--- a/blog/articles/web-scraping-compliance-uk-guide.php
+++ b/blog/articles/web-scraping-compliance-uk-guide.php
@@ -201,9 +201,8 @@ $read_time = 12;
         "datePublished": "<?php echo $article_published; ?>",
         "dateModified": "<?php echo $article_modified; ?>",
         "author": {
-            "@type": "Organization",
-            "name": "<?php echo htmlspecialchars($article_author); ?>",
-            "url": "https://ukdataservices.co.uk"
+            "@type": "Person",
+            "name": "<?php echo htmlspecialchars($article_author); ?>"
         },
         "publisher": {
             "@type": "Organization",
@@ -261,40 +260,6 @@ $read_time = 12;
         ]
     }
     </script>
-    
-    <!-- FAQ Schema for featured snippets -->
-    <script type="application/ld+json">
-    {
-        "@context": "https://schema.org",
-        "@type": "FAQPage",
-        "mainEntity": [
-            {
-                "@type": "Question",
-                "name": "Is web scraping legal in the UK in 2026?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Yes, web scraping is legal in the UK when conducted in compliance with the Data Protection Act 2018, GDPR, website terms of service, and relevant intellectual property laws. The key is ensuring your scraping activities respect data protection principles and do not breach access controls."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "What are the main legal risks of web scraping in the UK?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "The primary legal risks include violations of the Data Protection Act 2018/GDPR for personal data, breach of website terms of service, copyright infringement for protected content, and potential violations of the Computer Misuse Act 1990 if access controls are circumvented."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "Do I need consent for web scraping publicly available data?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "For publicly available non-personal data, consent is typically not required. However, if scraping personal data, you must have a lawful basis under GDPR (such as legitimate interests) and ensure compliance with data protection principles including purpose limitation and data minimisation."
-                }
-            }
-        ]
-    }
-    </script>
 </head>
 <body>
     <!-- Skip to content link for accessibility -->
@@ -893,44 +858,6 @@ $read_time = 12;
         }
     });
     </script>
-    
-    <!-- Schema.org JSON-LD for enhanced search appearance -->
-    <script type="application/ld+json">
-    {
-        "@context": "https://schema.org",
-        "@type": "HowTo",
-        "name": "How to Ensure Web Scraping Compliance in the UK",
-        "description": "Step-by-step guide to ensuring your web scraping activities comply with UK data protection laws",
-        "totalTime": "PT30M",
-        "step": [
-            {
-                "@type": "HowToStep",
-                "name": "Review Legal Framework",
-                "text": "Understand the UK legal framework including GDPR, Data Protection Act 2018, and Computer Misuse Act"
-            },
-            {
-                "@type": "HowToStep", 
-                "name": "Assess Data Types",
-                "text": "Identify whether you're processing personal data and establish lawful basis for processing"
-            },
-            {
-                "@type": "HowToStep",
-                "name": "Review Terms of Service",
-                "text": "Check target website's terms of service and robots.txt directives"
-            },
-            {
-                "@type": "HowToStep",
-                "name": "Implement Technical Safeguards",
-                "text": "Deploy rate limiting, respectful user agents, and appropriate security measures"
-            },
-            {
-                "@type": "HowToStep",
-                "name": "Document Compliance",
-                "text": "Maintain comprehensive documentation of legal basis and compliance measures"
-            }
-        ]
-    }
-    </script>
 <script src="../../assets/js/cro-enhancements.js"></script>
 </body>
 </html>
\ No newline at end of file
diff --git a/blog/articles/web-scraping-services-uk-complete-buyers-guide.php b/blog/articles/web-scraping-services-uk-complete-buyers-guide.php
index 4199642..8cc659a 100644
--- a/blog/articles/web-scraping-services-uk-complete-buyers-guide.php
+++ b/blog/articles/web-scraping-services-uk-complete-buyers-guide.php
@@ -90,39 +90,7 @@ $modified_date = "2025-08-08";
     }
     </script>
     
-    <!-- FAQ Schema -->
-    <script type="application/ld+json">
-    {
-        "@context": "https://schema.org",
-        "@type": "FAQPage",
-        "mainEntity": [
-            {
-                "@type": "Question",
-                "name": "How much do web scraping services cost in the UK?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Web scraping service costs in the UK typically range from £500-2,000 per month for basic services, £2,000-10,000 for enterprise solutions, and £10,000+ for complex custom implementations. Pricing depends on data volume, complexity, compliance requirements, and support levels."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "Are web scraping services legal in the UK?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Web scraping is generally legal in the UK when done ethically and in compliance with relevant laws including GDPR, Data Protection Act 2018, and website terms of service. Professional services ensure compliance with UK data protection regulations and industry best practices."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "What should I look for in a UK web scraping service provider?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Key factors include GDPR compliance expertise, proven track record, technical capabilities, data quality assurance, security measures, scalability options, UK-based support, transparent pricing, and industry-specific experience relevant to your business needs."
-                }
-            }
-        ]
-    }
-    </script>
+
 </head>
 <body>
     <!-- Skip to content for accessibility -->
diff --git a/blog/articles/why-we-are-ranked-1-uk-web-scraping-services.php b/blog/articles/why-we-are-ranked-1-uk-web-scraping-services.php
index 0facde5..9147ebf 100644
--- a/blog/articles/why-we-are-ranked-1-uk-web-scraping-services.php
+++ b/blog/articles/why-we-are-ranked-1-uk-web-scraping-services.php
@@ -93,39 +93,7 @@ $modified_date = "2026-02-27";
     }
     </script>
 
-    <!-- FAQ Schema -->
-    <script type="application/ld+json">
-    {
-        "@context": "https://schema.org",
-        "@type": "FAQPage",
-        "mainEntity": [
-            {
-                "@type": "Question",
-                "name": "What makes UK Data Services the #1 ranked web scraping company in the UK?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Our ranking reflects a combination of technical excellence, GDPR-first compliance, a fully UK-based team, and consistently high client satisfaction. We achieve 99.8% data accuracy through multi-stage validation pipelines and deliver custom solutions rather than off-the-shelf products."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "What technology does UK Data Services use for web scraping?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "We use C#/.NET for core extraction logic, Playwright for browser automation and JavaScript rendering, headless Chrome for dynamic site handling, and a distributed scraping architecture with sophisticated anti-bot mitigation. All infrastructure is hosted in UK data centres."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "Is UK Data Services GDPR compliant?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Yes. GDPR compliance is built into our methodology from the outset. We conduct Data Protection Impact Assessments for all engagements, operate exclusively on UK data infrastructure, apply data minimisation principles, and provide full audit trails for every project."
-                }
-            }
-        ]
-    }
-    </script>
+
 </head>
 <body>
     <!-- Skip to content for accessibility -->
diff --git a/blog/index.php b/blog/index.php
index 73c8a2d..cd229ca 100644
--- a/blog/index.php
+++ b/blog/index.php
@@ -77,6 +77,20 @@ $og_image = "https://ukdataservices.co.uk/assets/images/blog-og-image.png";
                     "@type": "Organization",
                     "name": "UK Data Services"
                 }
+            },
+            {
+                @type: BlogPosting,
+                headline: AI-Powered Web Scraping in 2026: How LLMs Are Changing Data Collection,
+                url: https://ukdataservices.co.uk/blog/articles/ai-web-scraping-2026,
+                datePublished: 2026-03-08,
+                author: {@type: Person, name: Alex Kumar}
+            },
+            {
+                @type: BlogPosting,
+                headline: Web Scraping for Lead Generation: A UK Business Guide 2026,
+                url: https://ukdataservices.co.uk/blog/articles/web-scraping-lead-generation-uk,
+                datePublished: 2026-03-08,
+                author: {@type: Person, name: Emma Richardson}
             }
         ]
     }
@@ -117,7 +131,7 @@ $og_image = "https://ukdataservices.co.uk/assets/images/blog-og-image.png";
                     
                     <div class="hero-stats">
                         <div class="stat">
-                            <span class="stat-number">55+</span>
+                            <span class="stat-number">57+</span>
                             <span class="stat-label">Expert Articles</span>
                         </div>
                         <div class="stat">
@@ -126,7 +140,7 @@ $og_image = "https://ukdataservices.co.uk/assets/images/blog-og-image.png";
                         </div>
                         <div class="stat">
                             <span class="stat-number">Fresh</span>
-                            <span class="stat-label">2025 Content</span>
+                            <span class="stat-label">2026 Content</span>
                         </div>
                     </div>
                 </div>
@@ -186,7 +200,7 @@ $og_image = "https://ukdataservices.co.uk/assets/images/blog-og-image.png";
                         <div class="article-content">
                             <div class="article-meta">
                                 <span class="category">Legal & Compliance</span>
-                                <time datetime="2025-06-08">8 June 2025</time>
+                                <time datetime="2026-03-08">Updated March 2026</time>
                             </div>
                             <h3><a href="/blog/articles/web-scraping-compliance-uk-guide">Complete Guide to Web Scraping Compliance in the UK</a></h3>
                             <p>Navigate the complex landscape of UK data protection laws and ensure your web scraping activities remain fully compliant with GDPR and industry regulations.</p>
diff --git a/services/competitive-intelligence.php b/services/competitive-intelligence.php
index 5c57d16..ffcb664 100644
--- a/services/competitive-intelligence.php
+++ b/services/competitive-intelligence.php
@@ -108,39 +108,7 @@ $breadcrumbs = [
     }
     </script>
 
-    <!-- FAQ Schema -->
-    <script type="application/ld+json">
-    {
-        "@context": "https://schema.org",
-        "@type": "FAQPage",
-        "mainEntity": [
-            {
-                "@type": "Question",
-                "name": "What is competitive intelligence?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Competitive intelligence is the systematic collection, analysis, and application of information about competitors, market trends, and industry developments to inform strategic business decisions. It includes monitoring competitor activities, pricing strategies, product launches, marketing campaigns, and market positioning."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "How much does competitive intelligence cost UK?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Competitive intelligence services in the UK typically range from £2,500 for a one-time competitor analysis report to £3,500-£10,000/month for ongoing strategic intelligence retainers. Project-based market research typically costs £5,000-£25,000 depending on scope and depth."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "What data sources do you use for competitive intelligence?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "We use a combination of publicly available sources including company websites, social media, press releases, job postings, patent filings, Companies House records, industry reports, review sites, and web data extraction. All data collection is ethical, legal, and GDPR compliant."
-                }
-            }
-        ]
-    }
-    </script>
+
 
     <?php include($_SERVER['DOCUMENT_ROOT'] . '/includes/breadcrumb-schema.php'); ?>
 
diff --git a/services/ecommerce-price-scraping.php b/services/ecommerce-price-scraping.php
index c79149d..b93efe3 100644
--- a/services/ecommerce-price-scraping.php
+++ b/services/ecommerce-price-scraping.php
@@ -578,38 +578,6 @@ https://competitor3.com/product"></textarea>
     
     <?php include($_SERVER["DOCUMENT_ROOT"] . "/includes/footer.php"); ?>
     
-    <!-- FAQ Schema -->
-    <script type="application/ld+json">
-    {
-        "@context": "https://schema.org",
-        "@type": "FAQPage",
-        "mainEntity": [
-            {
-                "@type": "Question",
-                "name": "Is e-commerce price scraping legal in the UK?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Yes, e-commerce price scraping is legal in the UK when conducted ethically and within legal boundaries. We comply with GDPR regulations, respect website terms of service, implement rate limiting, and follow all applicable laws including database rights and copyright regulations."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "How accurate is your e-commerce price data?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "We achieve 99.8% accuracy through multiple validation checks, error correction algorithms, and manual quality assurance. Our system includes automatic retry mechanisms for failed extractions and flags inconsistencies for human review to ensure data reliability."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "Can you monitor Amazon and eBay prices?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Yes, we specialize in monitoring all major e-commerce platforms including Amazon UK (Buy Box prices, seller competition, FBA/FBM pricing) and eBay UK (auction prices, Buy It Now, seller reputation). We also monitor direct retailer websites and marketplace apps."
-                }
-            }
-        ]
-    }
-    </script>
+
 </body>
 </html>
\ No newline at end of file
diff --git a/services/price-monitoring.php b/services/price-monitoring.php
index 3ddb644..cd8e5bf 100644
--- a/services/price-monitoring.php
+++ b/services/price-monitoring.php
@@ -111,39 +111,7 @@ $breadcrumbs = [
     }
     </script>
 
-    <!-- FAQ Schema for Featured Snippets -->
-    <script type="application/ld+json">
-    {
-        "@context": "https://schema.org",
-        "@type": "FAQPage",
-        "mainEntity": [
-            {
-                "@type": "Question",
-                "name": "How much does price monitoring cost UK?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Price monitoring services in the UK typically range from £299/month for starter plans (500 products) to £2,499+/month for enterprise solutions with unlimited products and real-time updates. Costs depend on the number of products tracked, update frequency, and required integrations."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "How does automated price monitoring work?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Automated price monitoring uses web scraping technology to regularly check competitor websites and marketplaces for price changes. The system extracts product prices, availability, and promotions, then compares them against your pricing. Alerts are sent when significant changes occur, enabling rapid pricing responses."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "Is price monitoring legal in the UK?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Yes, price monitoring is legal in the UK when conducted properly. Monitoring publicly available pricing data is considered fair use. UK Data Services ensures all monitoring complies with website terms of service, GDPR, and UK competition law."
-                }
-            }
-        ]
-    }
-    </script>
+
 
     <?php include($_SERVER['DOCUMENT_ROOT'] . '/includes/breadcrumb-schema.php'); ?>
 
diff --git a/services/web-scraping.php b/services/web-scraping.php
index d1e36c4..c543c83 100644
--- a/services/web-scraping.php
+++ b/services/web-scraping.php
@@ -108,40 +108,6 @@ $breadcrumbs = [
     }
     </script>
 
-    <!-- FAQ Schema for Featured Snippets -->
-    <script type="application/ld+json">
-    {
-        "@context": "https://schema.org",
-        "@type": "FAQPage",
-        "mainEntity": [
-            {
-                "@type": "Question",
-                "name": "How much do web scraping services cost in the UK?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Web scraping services in the UK typically cost from £500 for one-time projects to £750-£2,500+/month for recurring automated extraction. Pricing depends on data volume, website complexity, update frequency, and required data cleaning. Most projects receive a fixed-price quote within 24 hours."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "Is web scraping legal in the UK?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "Web scraping is generally legal in the UK when extracting publicly available data for legitimate purposes. UK Data Services ensures all projects comply with GDPR, the Computer Misuse Act, website terms of service, and UK copyright law. We only collect data that is publicly accessible and do not circumvent security measures."
-                }
-            },
-            {
-                "@type": "Question",
-                "name": "What websites can you scrape?",
-                "acceptedAnswer": {
-                    "@type": "Answer",
-                    "text": "We can extract data from virtually any website including e-commerce platforms, job boards, property portals, business directories, social media (within terms), government databases, and industry-specific sites. Our technology handles JavaScript-rendered content, login-required pages, and complex multi-page structures."
-                }
-            }
-        ]
-    }
-    </script>
-
     <?php include($_SERVER['DOCUMENT_ROOT'] . '/includes/breadcrumb-schema.php'); ?>
 
     <style>