# Groupbwt > Official Groupbwt business agent. GroupBWT is a software engineering company delivering custom data platforms and AI solutions. 16+ years helping businesses… ## Ask it a question Groupbwt answers for itself at https://api.hailera.com/mcp/groupbwt. A client that speaks MCP can connect to that address; the tool is ask_groupbwt and the protocol is 2026-07-28. Where this file and the agent disagree, the agent is current. ## About Groupbwt GroupBWT is a global software engineering company delivering custom data platforms and AI solutions. The company has more than 16 years of experience helping businesses automate, innovate, and grow. GroupBWT combines software engineering experience with expertise in modern data platforms, applied AI, and product-led delivery. Its work is focused on building the data systems behind businesses. Source: https://groupbwt.com ## What Groupbwt does GroupBWT provides expertise in: - Data engineering - AI and machine learning - Generative AI - Data and AI strategy - Cloud and data migration - Data governance - Data analytics and business intelligence - Custom software and products - Web scraping and data aggregation Its delivery areas include: - Data engineering and platforms: Scalable data infrastructure on Snowflake, Databricks, and AWS. - AI, ML, and generative intelligence: Custom machine learning models, LLM applications, agentic AI, and decision intelligence systems, from prototype to production. - Custom data products: Tailored data applications, MVPs, and external-data pipelines that turn raw information into business value. Source: https://groupbwt.com ## Where Groupbwt works Coverage is not published. Ask in the chat and the agent will say so. ## Data Aggregation Solutions GroupBWT develops custom solutions for collecting and using external data. Data Aggregator A multi-source data scraping platform developed exclusively for the client. Insights Radar Custom software that extracts insights from publicly available data. GroupBWT also describes Insights Radar as a real-time market data monitoring tool. Scraping solutions can extract structured data from complex and geo-restricted sources, including eCommerce platforms, mobile apps, marketplaces, real estate directories, and review or comparison sites. Data can be delivered through ETL or ELT workflows, data lake ingestion, direct database writes, or API synchronization, based on the client's technology stack and requirements. Source: https://groupbwt.com ## Scraping Delivery and Compliance GroupBWT structures scraping projects in phases: - Technical discovery and scraper engineering with quality assurance. - A proof of concept in a defined test region or category. - Full deployment and phased scaling. A proof of concept includes 10,000–100,000 targeted requests over several days and provides clean datasets, QA logs, and diagnostics. Systems can scale from 10,000 to more than 900,000 daily requests. The stated scaling model progresses from pilot operations to 300,000 requests per day, followed by high-load trials of more than 900,000 requests per day for one to two months. Long-term operations typically stabilize around 300,000 requests per day. GroupBWT states that its systems are designed to handle regional restrictions, IP bans, CAPTCHAs, dynamic JavaScript, and changing access rules. Traffic is distributed through rotating residential and mobile proxies, with fallback routing when access is blocked. The company emphasizes ethical web data practices, zero personal data collection, privacy, and security. It is GDPR compliant, ISO 27001 certified, and lists HIPAA among its compliance credentials. Post-launch support is provided in-house and includes technical documentation, a dedicated engineering team, and a clear SLA for issue response and continuity. GroupBWT notes that real-time scraping systems may require full-time engineering attention during the first 90–180 days to address frontend or API changes, rebalance loads, and prevent instability or data loss. Source: https://groupbwt.com