# quix.ai > AI-optimized mirror of quix.ai containing 51 pages totalling 34,680 words of clean markdown content, structured data, and semantic HTML. Original source: https://quix.ai/. Last updated: 2026-05-30T12:21:14.278Z. Each page is available as HTML (with JSON-LD structured data) and Markdown (text-only, ideal for LLMs and RAG). ## Homepage - [Test data is the engineering bottleneck.](/site-root.html): Quix is the data platform that Hardware Engineers use to merge dyno, vehicle test, and simulation data into a single queryable store, so any engineer can use AI to compare data across sources, investigate anomalies, and build models. (855 words) ## Articles & Blog Posts - [Streamline test rig data ingestion with unified pipeline architecture](/templates/test-rig-data-ingestion-pipeline-architecture/index.html): Streamline test rig data with unified pipeline architecture. Handle multiple protocols, automate normalization, enable real-time visualization. (1,620 words) - [Quix CLI Quickstart](/docs/quix-cli/cli-quickstart-html.html): Quix Developer Documentation. Includes documentation (guides, tutorials, references) for Quix Cloud, Quix Streams client library, and REST and websocket APIs. (1,618 words) - [Watch the webinar: Ingesting varied and distributed configuration metadata](/customer-stories/modernizing-industrial-iot-data-stack-processing-machine-sensor-data.html): How a €3B industrial machine builder replaced deprecated Flux tasks with a Python-native, real-time IIoT pipeline using Quix, MQTT, and InfluxDB. (1,946 words) - [Data ingestion and configuration management](/templates/data-ingestion-and-configuration-enrichment/index.html): Configuration metadata, test run and live data simulation are critical components of successful R&D processes. This blueprint helps get you started. (1,117 words) - [Watch the webinar: Ingesting varied and distributed configuration metadata](/integrations/aiven-for-apache-kafka/index.html): Use Quix to process streaming data from Aiven for Apache Kafka and write it back again (1,038 words) - [Telemetry data explained](/blog/telemetry-data-explained/index.html): Gain a thorough understanding of telemetry data and how it works, learn about its benefits, challenges, and applications across different industries, and discover technologies you can use to operationalize telemetry. (3,825 words) - [Application Level Monitoring Pipeline Reference Architecture](/templates/application-level-monitoring-pipeline-reference-architecture.html): A pre-configured monitoring pipeline that gives R&D teams real-time visibility into application performance during critical testing phases. Centralized metrics collection and alerting designed specifically for complex electro-mechanical systems validation. (1,346 words) - [MATLAB Runner Reference Architecture](/templates/matlab-runner-reference-architecture-rnd-simulation-management.html): Automate MATLAB simulation workflows with centralized data capture, version control, and real-time analysis for complex R&D systems development. (1,615 words) - [Configuration management pipeline reference architecture](/templates/configuration-management-pipeline-reference-architecture.html): A pre-configured pipeline architecture that enables real-time configuration updates for R&D systems without service interruptions. Supports automotive, aerospace, battery testing, and robotics applications with automatic versioning and Kafka-based notifications. (1,515 words) - [privacy/index.html](/privacy/index.html) (1 words) - [Ingesting varied and distributed configuration metadata](/use-cases/index.html): Tackle any engineering data challenge with Quix. (332 words) - [Watch the webinar: Ingesting varied and distributed configuration metadata](/customer-stories/ck-delta/index.html): 4 months to build an event streaming app that processes 40GB of Wi-Fi data per day from 180 underground train stations, with machine learning. (985 words) - [Sources (beta)](/docs/quix-streams/connectors/sources/index-html.html): Quix Developer Documentation. Includes documentation (guides, tutorials, references) for Quix Cloud, Quix Streams client library, and REST and websocket APIs. (823 words) - [Watch the webinar: Ingesting varied and distributed configuration metadata](/get-started-with-quix-streams/index.html): Quix's open-source stream processing library is intuitive for engineers coming from batch tools like Pandas and Spark. (207 words) - [Watch the webinar: Ingesting varied and distributed configuration metadata](/events/masterclass-on-ingesting-varied-and-distributed-configuration-metadata.html): R&D teams manage dozens of test configurations across different systems and formats. Learn to ingest and normalize configurations from HTTP APIs, LabVIEW, Git, and files into standard JSON. (14 words) - [glossary/index.html](/glossary/index.html) (1 words) - [blog/index.html](/blog/index.html) (1 words) - [resources/index.html](/resources/index.html) (1 words) - [quix-cloud/index.html](/quix-cloud/index.html) (1 words) - [Watch the webinar: Ingesting varied and distributed configuration metadata](/customer-stories/building-a-unified-view-of-facilities-for-a-renewable-energy-company.html): How ju:niz centralized their data operations and built a unified view of their facilities using Quix and InfluxDB v3. (1,383 words) - [Watch the webinar: Ingesting varied and distributed configuration metadata](/use-cases/energy/index.html): Energy companies use Quix to monitor energy infrastructure, improve maintenance practices, predict energy production, simulate devices to expedite product development, and more. (616 words) - [Consolidate, map and normalize data from multiple sources](/templates/consolidate-map-and-normalize-data-from-multiple-sources.html): Data Engineers use Quix data pipelines to ingest data from disparate sources into Iceberg. From IoT devices to timeseries databases. Quix can handle it all. And it’s Pure Python. It's easier, cheaper and more flexible. (293 words) - [Watch the webinar: Ingesting varied and distributed configuration metadata](/pricing/index.html): All inclusive packages that let you start building for free, scale-up with your success, then achieve cost efficiency at scale. (482 words) - [The opportunity](/customer-stories/cloud-nc/index.html): How CloudNC makes better predictions for maintenance, generates insights with very low latency, and transforms its factory operations with modern data engineering. (1,400 words) - [Watch the webinar: Ingesting varied and distributed configuration metadata](/terms-and-conditions/index.html): The platform that makes raw sensor data queryable in real time, grounds AI in your domain knowledge and process history, and gives your team the tools to automate analysis, surface insights, and deploy findings fast. (1,794 words) - [Ingesting varied and distributed configuration metadata](/use-cases/lab-testing/index.html): Stream and analyse data directly from physical rigs and devices. Capture every test run with full configuration context and versioned results — no more manual data wrangling. (529 words) - [Cloud Security Principles](/docs/manage/security-html.html): Quix Developer Documentation. Includes documentation (guides, tutorials, references) for Quix Cloud, Quix Streams client library, and REST and websocket APIs. (1,137 words) - [Collect more high frequency data from more devices](/use-cases/manufacturing/index.html): Manufacturing companies use Quix to optimize manufacturing processes, improve maintenance practices, simulate machine behaviour to expedite product development, and more. (516 words) - [docs/index.html](/docs/index.html) (1 words) - [Masterclass on ingesting varied and distributed configuration metadata](/events/index.html): Join us at upcoming online and in-person events, from webinars and talks to meet-ups and workshops. (487 words) - [Watch the webinar: Ingesting varied and distributed configuration metadata](/use-cases/field-testing/index.html): Collect and synchronize data from vehicles, prototypes, or flight systems during real-world testing. Quix streams data from on-board DAQs, sensors, and controllers to a central platform, live when connected, buffered when offline, so that engineers can analyze performance in context. (559 words) - [The opportunity](/customer-stories/control/index.html): Find out how 82 ML models — all deployed in just two weeks — significantly improved network connectivity and reduced operating costs for a leader in mobility. (1,074 words) - [Our story](/company/index.html): The platform that makes raw sensor data queryable in real time, grounds AI in your domain knowledge and process history, and gives your team the tools to automate analysis, surface insights, and deploy findings fast. (436 words) - [slack-invite/index.html](/slack-invite/index.html) (1 words) - [Watch the webinar: Ingesting varied and distributed configuration metadata](/integrations/index.html): 140+ integrations to tools and technologies for industrial data processing, including sensor data sources, API's, databases and model-based development & ML tools like MATLAB and Hugging Face. (688 words) - [Stream simulation results into a central, queryable data store](/use-cases/software-in-the-loop-testing/index.html): Test compiled control software against virtual plant models in real time, using Quix to orchestrate runs, capture configuration data, and stream simulation results into one unified data platform. (602 words) - [How we work](/careers/index.html): The platform that makes raw sensor data queryable in real time, grounds AI in your domain knowledge and process history, and gives your team the tools to automate analysis, surface insights, and deploy findings fast. (257 words) - [Stream HIL test data into a central, queryable store](/use-cases/hardware-in-the-loop-testing/index.html): Connect your real-time test rigs, controllers, and sensors to a single data backbone. Stream high-frequency measurements, configurations, and results into one versioned environment — deployable on-prem or in your secure lab network. (627 words) - [Watch the webinar: Ingesting varied and distributed configuration metadata](/use-cases/human-in-the-loop-testing/index.html): Combine real-time simulation and physical control systems with live operator input. Quix streams and synchronises data from controllers, sensors, and human interfaces so engineers can analyse how people and hardware perform together, securely on-prem or in the cloud. (574 words) - [Watch the webinar: Ingesting varied and distributed configuration metadata](/use-cases/model-in-the-loop-testing/index.html): Unify your simulation outputs with the rest of your engineering data using our suite of Simulation Process and Data Management (SPDM) tools. Deployable on-prem or in your secure cloud. (621 words) - [Watch the webinar: Ingesting varied and distributed configuration metadata](/templates/index.html): Pre-built projects and ready-to-run code snippets to kickstart your application development process. (432 words) - [Climate policy guidelines](/environmental-statement/index.html): The platform that makes raw sensor data queryable in real time, grounds AI in your domain knowledge and process history, and gives your team the tools to automate analysis, surface insights, and deploy findings fast. (161 words) - [Watch the webinar: Ingesting varied and distributed configuration metadata](/diversity-and-inclusion/index.html): Quix welcomes you to be your most authentic self. We’re committed to creating an inclusive, equitable and diverse community so that we can all grow and learn from each other. Be open, included and valued. (43 words) - [Watch the webinar: Ingesting varied and distributed configuration metadata](/contributing/index.html): With an Open Source Python library at the heart of what we do, we're always looking for support and contributions from our developer community. (105 words) - [Watch the webinar: Ingesting varied and distributed configuration metadata](/community/index.html): A vibrant group of Python developers, data enthusiasts and newcomers to Apache Kafka, who are learning and leveraging Quix Streams for real-time data processing. (138 words) - [Watch the webinar: Ingesting varied and distributed configuration metadata](/customer-stories/index.html): Learn how Quix customers maintain a competitive position against rival manufacturers despite limited resources. (304 words) - [license-terms/index.html](/license-terms/index.html) (1 words) - [Watch the webinar: Ingesting varied and distributed configuration metadata](/book-a-demo/index.html): Get a complete R&D data platform without building it yourself. Connect with our team to deep dive into your business and technology processes, and receive expert guidance to identify the best solution for your needs. (167 words) - [Watch the webinar: Ingesting varied and distributed configuration metadata](/quix-streams/index.html): The open source framework for processing data on Apache Kafka with Streaming DataFrames. (310 words) - [Ingesting varied and distributed configuration metadata](/application-templates/index.html): Connect to your data sources in a few clicks to extract and pre-process your data with Apache Kafka, and load it to your data lake, warehouse, database, or any destination in seconds. (81 words) ## Resources - [Full Page Index](/index.html): Browse all cached pages with rich metadata - [About This Cache](/content/about.html): Methodology, technical details, and usage guidelines - [XML Sitemap](/content/sitemap.xml): Machine-readable sitemap for crawler discovery - [Robots.txt](/content/robots.txt): Crawler directives