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OPC Data Wrangler
Wrangle Your Messy OPC Data
Into Clean, Normalized Pipelines
Your IIoT journey shouldn't be derailed by unit conversion headaches, tag naming chaos, and vendor inconsistencies.
Thingamatronics makes it easier. OPC Data Wrangler cleans up and normalizes your industrial data with visual pipelines, built-in conversions, and AI assistance—so you can focus on insights, not integration scripts.
Data Wrangling Features That Actually Work
Stop wrestling with unit conversions, tag naming chaos, and vendor inconsistencies. OPC Data Wrangler gives you the tools to clean, normalize, and transform your industrial data—visually, quickly, and correctly.
Native OPC UA Support
Industry-standard OPC UA connectivity with automatic discovery, secure connections, and real-time data streaming from PLCs, SCADA systems, and industrial equipment.
Visual ETL Workflows
Drag-and-drop transformation modules with Python scripting support. Create complex data pipelines without coding - perfect for moving averages, data validation, and format conversion.
Multi-Protocol Support
OPC UA available now with Modbus TCP, MQTT, Ethernet/IP, and REST API integration coming soon. One platform for all your industrial communication protocols.
Cross-Platform & Containerized
Runs on Linux, Windows, and macOS (experimental). Docker-ready deployment with low-memory footprint and elastic scaling capabilities.
Industrial-Grade Security
End-to-end encryption, certificate-based authentication, and role-based access control. Built for the security requirements of critical infrastructure.
High Performance
Built in Zig for maximum performance and minimal memory footprint. Handle thousands of data points with microsecond latency.
AI-Powered Data Intelligence
OPC Data Wrangler Copilot revolutionizes industrial data management with intelligent automation, smart tag mapping, and AI-driven optimization.
Intelligent Data Processing
OPC Data Wrangler Copilot leverages advanced AI to automatically clean up hundreds of tags, map them across networks, convert units, apply smoothing algorithms, and calculate aggregates. Transform chaotic industrial data into actionable insights.
- Automated tag cleanup and organization
- Smart cross-network mapping
- Intelligent unit conversion
- Advanced smoothing and aggregation
The OPC Data Problem
OPC UA moves data between systems, but it doesn't solve the real headache:
Unit conversion chaos — German sensors output Bar, American SCADA expects PSI, and you're paying $200/hr for conversion scripts
Tag naming inconsistencies — Every vendor uses different naming schemes. One PLC uses Temp_Tank1, another uses SITE_01.TMP.TNK_001
Multi-vendor integration hell — Different formats, different units, different protocols. Configuration files you can't visualize. Deploy and pray.
Data transformation afterthought — Most tools focus on routing, not transforming. You still need custom scripts for formulas, smoothing, and normalization.
How OPC Data Wrangler Cleans It Up
Built by engineers who felt your pain. Here's how we wrangle the chaos:
Built-in unit conversions — 11 industrial unit categories, 50+ validated conversions. Bar to PSI? Celsius to Fahrenheit? Just select from dropdowns. No more conversion factor hunting.
Visual DAG pipelines — See your entire data flow at a glance. Drag and drop OPC sources, transformations, and destinations. No more "deploy and pray" with config files.
Formula evaluation without code — Temperature compensation? Scaling? Use named variables and readable expressions. For complex logic, write Python—not proprietary scripting languages.
AI Copilot assistance — Describe what you want in plain English, and the AI builds your pipeline. Adjust as needed. Deploy with confidence.
See the Data Wrangling in Action
Watch how OPC Data Wrangler turns messy, inconsistent data into clean, normalized pipelines—visually, without writing config files or deployment scripts.
Visual Workflow Designer
Drag and drop Python-powered transformation modules to create sophisticated ETL pipelines. Chain operations like moving averages, data validation, format conversion, and custom logic without writing code.
- Real-time data transformation
- Python scripting support
- Visual debugging tools
Built-in Python Code Editor
Write and test your transformation logic directly in OPC Data Wrangler with our integrated Python code editor. Features syntax highlighting, debugging, and real-time validation to streamline your development workflow.
- Syntax highlighting & IntelliSense
- Real-time error detection
- Interactive testing & debugging
Multi-Protocol Configuration
Configure OPC UA servers, Modbus devices, MQTT brokers, and other industrial protocols through an intuitive interface. Auto-discovery and connection validation ensure reliable setup.
- Auto-discovery of devices
- Connection validation
- Security configuration
Industrial Use Cases for OPC Data Wrangler
Every industry fights the same OPC data battles—unit conversions, vendor inconsistencies, naming chaos. Here's how OPC Data Wrangler cleans it up across different sectors.
Manufacturing & SCADA
Connect PLCs, HMIs, and production systems. Real-time OEE calculations, quality data aggregation, and production reporting with automated ETL workflows.
Energy & Utilities
Monitor smart grid infrastructure, renewable energy systems, and utility equipment. Power quality analysis and demand response automation.
Process Industries
Chemical, pharmaceutical, and food processing data integration. Batch tracking, recipe management, and regulatory compliance reporting.
Building Automation
HVAC systems, lighting controls, and facility management integration. Energy optimization and predictive maintenance workflows.
Oil & Gas
Pipeline monitoring, well automation, and safety system integration. Real-time data from remote locations with edge computing capabilities.
System Integration
Bridge legacy systems with modern cloud platforms. ERP integration, historian data migration, and multi-site data consolidation.
Simple, Affordable Pricing
No hidden fees, no per-tag pricing, no subscription lock-in. Professional industrial automation software that won't break your budget.
Get Started
- Personalized demonstration
- OPC UA connectivity assessment
- ETL workflow consultation
- Custom pricing quote
Professional
- Complete industrial data broker
- All transformation modules
- Python scripting support
- Extended support included
- 90% cost savings vs competitors
Enterprise
- Multi-site deployments
- High availability clustering
- Custom protocol development
- 24/7 priority support
- On-site implementation
Modular add-ons available - expand functionality as needed
Perpetual licensing • 30-day money-back guarantee • No subscription fees • Modular expansion
Built for Industrial Performance
Cost Reduction
vs traditional industrial data brokers
Target Latency
High-performance data processing
Designed For
Continuous industrial operations
Make Your IIoT Journey Easier
Thingamatronics is here to help you wrangle the OPC data chaos. Stop paying for conversion scripts. Stop fighting vendor inconsistencies. Start building visual pipelines that just work.
Get Exclusive Early Access
Be among the first to experience OPC Data Wrangler and shape the future of industrial data automation
Priority Access
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Exclusive Updates
Inside look at development
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Early Adopter Benefits
Special pricing & perks