Use Case · Connectivity & Ingestion

Bridge legacy OT protocols to modern cloud — natively.

Industrial OEMs ship products that speak Modbus, BACnet, OPC-UA, MQTT, and proprietary serial. Connecting them to modern cloud and AI stacks usually means writing custom adapter code that breaks under load. Flex83 ships 70+ connectors as platform capability — no glue code required.

Diagram showing FLEX83 Connector Hub linking Cloud & AI stack with OT & field devices via various protocols and functions.
The Problem

The OT-to-IT bridge is where industrial projects die.

The data is in the PLC. The model is in the cloud. The gap in between is six months of integration code, a brittle middleware vendor, and the engineer who knows how it works.

60%+

Of IoT projects stall at PoC

Cisco’s survey of 1,845 IT and business decision-makers found 60% of IoT initiatives stall before production — OT integration is the most common breaking point.

Cisco IoT World Forum, 2017

Last mile

Where pilots fail

McKinsey calls it the “last IT/OT mile” — the integration layer between operational technology and modern data stacks. It’s where 70% of Industry 4.0 pilots never reach scale.

McKinsey, Industry 4.0 Survey

Months

To write a single protocol adapter

Custom Modbus or OPC-UA adapters for one machine line take weeks. Multiply by 10 machine types and 5 sites and the integration backlog never closes.

Flex83 customer interviews
The Platform Solution

Every industrial protocol your customers use — supported out of the box.

Flex83 ships native support for 70+ industrial and IT protocols: Modbus TCP/RTU, OPC-UA, BACnet, MQTT, AMQP, S7, Profinet, and dozens more. Connect a device, register an asset type, normalize the schema — the data flows.

Your team writes business logic. Flex83 handles the wire format.

70+ Pre-Built Connectors

Modbus, OPC-UA, BACnet, MQTT, S7, AMQP, Profinet, and 60+ more.

Protocol Translation

Map raw OT registers to canonical JSON or Parquet schemas.

Schema Registry

Versioned schemas, contracts, and validation across every source.

Edge Runtime

Run translation and normalization at the gateway, not just in the cloud.

FlexIoT Hub

Device identity, OTA, and fleet management for every connected asset.

Asset Types

Reusable asset templates — one definition, every site, every tenant.

How it works

From PLC register to AI model — no custom code in between.

A reference architecture for connecting OT data sources to modern cloud and AI workloads on Flex83.

1
Discover

Auto-detect devices on the network and identify the protocol.

2
Connect

Pick a connector. Map registers, tags, or topics to an asset type.

3
Translate

FlexIoT Hub translates raw OT data to a canonical schema.

4
Normalize

Schema registry validates and enriches every record on the wire.

5
Serve

Data lands in the lakehouse, ready for stream, batch, ML, and dashboards.

What You Can Ship

The OT-to-cloud bridge stops being a project.

Three things that change when 70+ connectors ship as platform capability.

Onboard a new asset class in days

New machine, new vendor, new protocol — pick a connector, define the asset type, ship. No adapter sprint.

Run translation where the data is

Same connector logic runs at the edge gateway or in the cloud. Sites with intermittent connectivity stay productive.

Stop maintaining glue code

Every custom Python adapter is technical debt. Flex83 connectors are versioned, certified, and supported — not your engineer’s side project.

Proven At Scale

The connector layer that scales.

70+

Pre-built protocol connectors shipped on the platform

0 lines

Lines of custom adapter code required for supported protocols

8–12 wks

Flink and Spark runtimes — no cluster ops

1.5M+

Devices ingesting OT data on Flex83 today

Stop writing protocol adapters. Start shipping outcomes.

Talk to a Flex83 platform expert about your OT integration roadmap. We’ll map your devices to connectors, walk you through the edge architecture, and show what production looks like in 8–12 weeks.