Document Data Extraction & Report Generation Accelerator

Automate PDF & Excel Data Extraction into Validated, Consolidated Reports

The Document Data Extraction & Report Generation Accelerator is a highly configurable automation solution designed to extract structured data from engineering, compliance, or operational documents – and convert it into clean, real-time, audit-ready reports. 

Ideal for teams dealing with large PDF or Excel datasets, this accelerator saves hours of manual review and enables faster decision-making through consolidated dashboards and validated outputs. 

Overview

This accelerator uses intelligent document parsing, field-level data mapping, and automated validation checks to extract lists, tables, parameters, and identifiers from diverse document formats.

Once processed, it generates structured reports in Excel, CSV, or PDF ready for analysis, audits, or downstream ingestion by BI tools, ERPs, or data lakes.
  • Key Capabilities
  • Key Benefits
  • Automated Data Extraction from PDFs, Excel files, and scanned reports
  • Field-Level Matching using pattern recognition and fuzzy matching
  • Metadata & Quality Validation to catch gaps or anomalies
  • Consolidated Outputs in Excel, CSV, PDF, or database-ready format
  • Batch Processing for large input sets
  • End-to-End Auditability with logs and status reporting
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  • Save 80% of Manual Review Time — automated extraction pipeline
  • Improved Data Quality & Traceability — no more transcription errors
  • Standardized Reporting for compliance use cases
  • Scalable Data Discovery across hundreds of folders or documents
  • Integration-Ready Output for BI dashboards and warehouse ingestion
Code Coverage Optimization – Technology Services
Accelerators
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Technologies Used

  • Python (backend automation logic) 
  • Pandas, OpenPyXL, NumPy (data manipulation) 
  • PyMuPDF, pdfplumber, PyPDF2 (document parsing) 
  • Regex, RapidFuzz (pattern & similarity matching) 
  • XlsxWriter (custom report construction) 
  • Logging Frameworks & Error Handles 
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Ideal Use Cases

  • Engineering equipment spec sheet extraction 
  • Regulatory document validation and index creation 
  • Customer / asset data extraction for legacy system cleanup 
  • Automated input for data lakes or MLOps pipelines 
  • Pharma or healthcare compliance data recording 
Data Intelligence 
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Transform Document Chaos into Clarity

Let’s help you go from manual data digging to workflows powered by intelligent extraction.

Request a walkthrough at info@aquarient.com
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