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The AI-Powered Industrial Data Historian

A more powerful, more affordable, and more open alternative solution to traditional data historians like PI System.

TDengine Historian includes TDengine TSDB and TDengine IDMP

PI alternative

All features of PI System — PI Data Archive, AF, Datalink, Vision — and more

AI-powered

Generate panels, analyses, and events, and get AI-driven insights about your data

Industry-proven

1,000+ global customers and 50M+ tags in large production deployments

Historian Overview

Architecture

Industrial Data Sources

OPC UA, MQTT, PI, PLCs, SCADA, enterprise connectors, files, cloud streams

TDengine Historian

Connectors + TSDB + data contextualization + visualizations + analysis + AI copilot

Data Consumption

Control room operators and process engineers, data analysts and scientists; AI agents and applications

Included

TDengine TSDB

High-performance, scalable time-series database for IIoT

TDengine IDMP

Data modeling, contextualization, standardization, visualization, analytics, and events

Best Fit

  • PI System alternative
  • Multi-site industrial operations
  • Edge-to-cloud historian deployments
  • AI-enabled operational visibility

Trusted by industrial teams modernizing mission-critical data infrastructure

What it is

A complete historian, not just a database

TDengine Historian is built for teams that need industrial time-series storage, equipment context, dashboards, event-oriented analysis, and AI-generated insights in one modern platform.

Data contextualization

Enrich industrial data with business semantics by dynamically linking raw data streams to real business entities.

Visualization

Turn industrial data into visual insights by automatically generating panels and dashboards based on business priorities.

Advanced analytics

Batch analysis, regression, forecasting, anomaly detection, imputation, correlation, and clustering

AI-generated

AI-recommended panels and analyses, natural-language prompting, and AI-powered data insights from panels.

Who it’s for

Built for industrial teams modernizing legacy historians

Best for teams that need more than a database: historian capabilities, contextualization, dashboards, operational insight, and a practical path away from legacy systems like PI System.

Manufacturing

Support production visibility, equipment monitoring, and historian modernization across plants and lines.

Renewable Energy

Support fleet visibility, performance monitoring, and historian modernization across distributed energy assets.

Oil & Gas

Support remote asset monitoring, operational visibility, and historian modernization across field operations.

Water Utilities

Support asset monitoring, operational visibility, and historian modernization across treatment and distribution systems.

What’s included

TDengine Historian includes TDengine TSDB and IDMP

TDengine TSDB

High-ingestion time-series storage and querying built for industrial workloads, telemetry, and long-term historian data management.

  • High-ingestion data pipelines
  • Efficient long-term storage
  • Standard SQL querying
  • Scale for distributed operations

TDengine IDMP

Industrial data modeling, contextualization, dashboards, event-based analysis, and AI-assisted operational workflows.

  • Industrial context
  • Enterprise connectors
  • Event-oriented operational views
  • AI-assisted exploration

Why teams choose it

A modern alternative to legacy historian stacks

Lower cost

Modern historian capabilities without the layered pricing complexity of legacy platforms.

Modern architecture

Support on-prem, edge, cloud, and hybrid deployments with less friction.

Open ecosystem

Integrate with your existing systems and avoid unnecessary lock-in.

AI-ready operations

Enable faster analysis, investigation, and operational insight.

Migration path

Migrate from PI System without a rip-and-replace project

Use TDengine’s migration approach to stream real-time data, backfill historical data, and modernize in phases while preserving operational continuity.

Migration Flow

1

Connect to existing PI data sources

2

Stream real-time data into TDengine

3

Backfill historical data as needed

4

Modernize applications and dashboards over time

Predictable Pricing for a Modern Historian

Transparent pricing for a complete industrial data historian with deployment flexibility and without requiring separate purchases for core data management and historian workflows.

Ready to Modernize Your Historian Stack?

Use TDengine Historian to improve operational visibility, and build AI-ready industrial data workflows.