List of the Best Proficy Historian Alternatives in 2025

Explore the best alternatives to Proficy Historian available in 2025. Compare user ratings, reviews, pricing, and features of these alternatives. Top Business Software highlights the best options in the market that provide products comparable to Proficy Historian. Browse through the alternatives listed below to find the perfect fit for your requirements.

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    RaimaDB Reviews & Ratings
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    RaimaDB is an embedded time series database designed specifically for Edge and IoT devices, capable of operating entirely in-memory. This powerful and lightweight relational database management system (RDBMS) is not only secure but has also been validated by over 20,000 developers globally, with deployments exceeding 25 million instances. It excels in high-performance environments and is tailored for critical applications across various sectors, particularly in edge computing and IoT. Its efficient architecture makes it particularly suitable for systems with limited resources, offering both in-memory and persistent storage capabilities. RaimaDB supports versatile data modeling, accommodating traditional relational approaches alongside direct relationships via network model sets. The database guarantees data integrity with ACID-compliant transactions and employs a variety of advanced indexing techniques, including B+Tree, Hash Table, R-Tree, and AVL-Tree, to enhance data accessibility and reliability. Furthermore, it is designed to handle real-time processing demands, featuring multi-version concurrency control (MVCC) and snapshot isolation, which collectively position it as a dependable choice for applications where both speed and stability are essential. This combination of features makes RaimaDB an invaluable asset for developers looking to optimize performance in their applications.
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    Ignition SCADA Reviews & Ratings

    Ignition SCADA

    Inductive Automation

    Empower your operations with seamless, innovative SCADA solutions.
    Ignition SCADA by Inductive Automation® integrates unlimited licensing with immediate web-based deployment and top-tier tools for supervisory control (SCADA), all within a single open, scalable, and universal platform. This innovative SCADA solution addresses the significant shortcomings of traditional SCADA systems. By utilizing Ignition, your organization can efficiently oversee its operations and manage data tracking, visualization, analysis, and reporting. The Ignition SCADA software encompasses a comprehensive suite of data acquisition tools, featuring OPC UA for compatibility with nearly any PLC and allowing seamless integration with any SQL database. Additionally, Ignition transforms any SQL database into an industrial historian and facilitates connections to IIoT devices through MQTT, enhancing operational capabilities significantly. As a result, Ignition SCADA not only streamlines data management but also empowers businesses to adapt to emerging technologies with ease.
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    PINpoint V5 MES Reviews & Ratings

    PINpoint V5 MES

    PINpoint Information Systems

    Transform production efficiency and quality with seamless innovation.
    The PINpoint MES solution is comprised of the PINpoint V5 MMES Software along with specialized Targeted Services, both of which can greatly enhance production efficiency and product quality. This innovative solution effectively addresses and resolves issues related to production scheduling and sequencing permanently. It empowers your top operators by leveraging their vast knowledge and expertise in the field. Furthermore, it helps pinpoint inefficiencies within your processes and standard practices, allowing for their removal. By minimizing the need for constant "fire fighting," the solution promotes a culture of continuous improvement, which leads to a significant boost in operator engagement. These remarkable outcomes have been achieved by leading manufacturers that have integrated PINpoint MES solutions into their Industry 4.0 digital transformations. You can experience these benefits as well! Best of all, our solution starts delivering tangible results right from Day 1. Additionally, the implementation process is designed to be seamless, ensuring that your team can quickly adapt and thrive.
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    dataPARC Historian Reviews & Ratings

    dataPARC Historian

    dataPARC

    Transform time-series data into actionable insights effortlessly.
    Harness the complete capabilities of your organization's time-series data through the dataPARC Historian. This innovative solution enhances data management by ensuring seamless and secure data movement throughout your enterprise. Its architecture is designed for straightforward integration with AI, machine learning, and cloud technologies, which fosters creative adaptability and richer insights. With rapid data retrieval, sophisticated manufacturing intelligence, and the ability to scale, the dataPARC Historian emerges as the premier option for companies aiming to excel in their operations. It transcends mere data storage; it is about converting data into actionable insights with remarkable speed and accuracy. The dataPARC Historian is distinguished as more than just a data storage solution. It equips organizations with the flexibility to leverage time-series data more effectively, ensuring that decisions are well-informed and impactful, supported by a platform celebrated for its reliability and user-friendliness. Additionally, its ability to adapt to changing business needs makes it an invaluable asset for future growth and innovation.
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    FactoryTalk Historian Reviews & Ratings

    FactoryTalk Historian

    Rockwell Automation

    Revolutionize plant performance monitoring with unparalleled data efficiency.
    It is essential to transition away from traditional clipboards and the tedious task of manually recording crucial plant performance data. FactoryTalk® Historian software excels at rapidly collecting operational process information from multiple sources with remarkable efficiency. This advanced software delivers an unmatched level of supervisory oversight, performance monitoring, and quality control, allowing for scaling from individual machines to the entire organization. Attempting to capture time-series data at such a pace would be impossible, even for the most diligent record keepers on the manufacturing floor. The intuitive dashboards provided by FactoryTalk Historian make this data management much more accessible. Furthermore, the enhanced capacity to predict trends based on reliable data will elevate productivity significantly. With FactoryTalk Historian Site Edition (SE), no aspect of your plant or enterprise data will go unnoticed. Its built-in redundancy and high availability ensure constant access to crucial plant information, thereby keeping your operations running without interruptions. Embracing this modern system not only enhances operational efficiency but also enables your team to dedicate their efforts to meaningful improvements. This shift can lead to a transformative impact on your overall business strategy and outcomes.
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    X-Force Historian Reviews & Ratings

    X-Force Historian

    SSM InfoTech Solutions

    Transform data management for enhanced efficiency and insights.
    X-Force Historian is specifically engineered to capture and preserve high-quality industrial big data, which paves the way for improvements in operational efficiency. Able to manage millions of tags, it boasts powerful features for collecting and storing crucial process information. Users can monitor a single process or oversee an entire facility with ease. Data can be kept locally while also being aggregated at the enterprise level, effectively accommodating even the most stringent analysis and reporting requirements. This historian tracks everything from immediate diagnostics to essential long-term records for regulatory compliance. As a high-capacity time series data historian, X-Force Historian can scale to 100,000 tags and achieve performance levels of up to 30,000 samples per second. This sophisticated process historian excels in storing the vast data generated by contemporary industrial facilities. Furthermore, it enables faster and more informed decision-making while keeping all stakeholders apprised of operational performance metrics. By implementing X-Force Historian, organizations can significantly upgrade their data management approaches, ultimately leading to enhanced productivity and operational insights. The versatility and scalability of this tool make it an invaluable asset for industries aiming to leverage data for strategic growth.
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    Canary Historian Reviews & Ratings

    Canary Historian

    Canary

    Transform your data strategy with scalable, efficient solutions.
    One of the standout features of the Canary Historian is its adaptability, allowing it to operate effectively both on-site and throughout an entire organization. It supports local data logging while also facilitating the real-time transfer of that data to your enterprise historian. As your operational demands grow, this solution evolves effortlessly to meet those increased requirements. A single unit of the Canary Historian can log over two million tags, and by networking multiple units, you can effortlessly handle tens of millions of tags. These enterprise historian systems can be implemented either within your own data centers or on cloud platforms such as AWS and Azure, providing flexibility in deployment. Unlike many other enterprise historian solutions, the Canary Historian does not require large specialized teams for upkeep. Functioning as a NoSQL time series database, it utilizes loss-less compression algorithms, which enhances performance without the necessity of data interpolation, presenting a notable advantage for users. This combination of features guarantees that both speed and efficiency in data management are significantly enhanced. Furthermore, the scalable nature of the system ensures that organizations can continually optimize their data strategies as they evolve.
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    Hyper Historian Reviews & Ratings

    Hyper Historian

    Iconics

    Unmatched speed and reliability for superior data management solutions.
    ICONICS’ Hyper Historian™ is a distinguished 64-bit historian celebrated for its exceptional speed, dependability, and strength, making it well-suited for essential applications. This advanced historian utilizes a cutting-edge high compression algorithm that guarantees remarkable efficiency while maximizing resource use. It integrates effortlessly with an ISA-95-compliant asset database and features advanced big data tools like Azure SQL, Microsoft Data Lakes, Kafka, and Hadoop. As a result, Hyper Historian is acknowledged as the leading real-time plant historian specifically designed for Microsoft operating systems, providing unparalleled security and efficiency. In addition, Hyper Historian includes a module that supports both automatic and manual data entry, allowing users to import historical or log data from various databases, other historians, or even devices with intermittent connectivity. This functionality greatly bolsters data capture reliability, ensuring accurate information recording regardless of potential network interruptions. By capitalizing on swift data collection, organizations can establish extensive enterprise-wide storage solutions that promote operational excellence. Furthermore, Hyper Historian not only enhances data management but also supports businesses in making informed decisions based on real-time analytics, ultimately driving further improvements in productivity and efficiency.
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    AVEVA Historian Reviews & Ratings

    AVEVA Historian

    AVEVA

    Transform data challenges into streamlined insights and efficiency.
    AVEVA Historian simplifies the intricate challenges of data reporting and analysis with remarkable ease. This adaptable tool can be applied to monitor either a single process or an entire facility, allowing for localized data storage while simultaneously integrating information at the corporate level. By eliminating the possibility of multiple versions of operational data, it boosts productivity, reduces the likelihood of errors, and lowers operational costs. Unlike conventional relational databases that face difficulties in production environments, Historian excels at managing time-series data, as well as handling alarms and events efficiently. Its groundbreaking "history block" technology enables the swift capture of plant data at a speed that outpaces standard database systems, all while requiring significantly less storage capacity. The integrity of the data is maintained to satisfy even the most rigorous standards. Furthermore, AVEVA Historian skillfully manages low bandwidth communication, accommodates late-arriving data, and reconciles information from systems with varying clock settings, ensuring that high-resolution data is recorded consistently and accurately. This extensive range of capabilities not only enhances data management but also positions Historian as a critical resource for contemporary industrial operations, ultimately driving innovation and efficiency in the sector.
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    Dewesoft Historian Reviews & Ratings

    Dewesoft Historian

    DEWESoft

    "Optimize operations with seamless, sophisticated data monitoring solutions."
    Historian is a sophisticated software tool tailored for the continuous and thorough monitoring of a wide range of metrics. By leveraging an InfluxDB time-series database, it supports seamless long-term tracking applications. Users can monitor various data types including vibration, temperature, inclination, strain, and pressure, with the option to deploy it as a self-hosted solution or utilize a fully managed cloud service. The software adheres to the widely-used OPC UA protocol, which ensures smooth data access and allows for integration with DewesoftX data acquisition systems, SCADAs, ERPs, or any other OPC UA-compliant platforms. The data is securely stored in an advanced open-source InfluxDB database, developed by InfluxData and implemented in Go, providing quick and reliable storage and retrieval of time-series information crucial for operational oversight, application metrics, IoT sensor input, and real-time analysis. Users have the flexibility to install the Historian service locally on their measurement units or within their internal networks, or they can select a comprehensive cloud service that meets their specifications. This adaptability positions Historian as an ideal solution for organizations aiming to improve their data monitoring systems effectively. Furthermore, its user-friendly interface and robust functionality make it suitable for a wide array of industries seeking to optimize their operational processes.
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    Zenith Technologies Data Historian Reviews & Ratings

    Zenith Technologies Data Historian

    Cognizant

    Unlock manufacturing insights with expert data historian solutions.
    At Zenith Technologies, the Data Historian team is dedicated to the development of robust Data Historian systems that effectively collect, store, analyze, and display data from diverse sources on the manufacturing floor and throughout business operations, enabling clients to gain immediate insights into their production methodologies. Our experts in manufacturing intelligence leverage the OSIsoft PI Data Historian—an industry-leading solution—and are well-versed in critical competencies such as data integration, warehousing, and visualization techniques. We provide a comprehensive range of services that encompass everything from system installation and configuration to crafting in-depth reports and engaging data visualizations. With a wealth of experience in setting up and managing Plant Historian systems, our engineers assist clients in promoting behavioral shifts, improving decision-making processes, and maintaining compliance with regulatory standards. Our team consists of experienced professionals who have successfully rolled out historian solutions in both the pharmaceutical and GxP sectors, underscoring our dedication to achieving excellence in this niche area. This deep-seated expertise empowers us to address the specific requirements of our clients, delivering customized solutions that enhance operational efficiency and lead to greater success in their endeavors. By continuously refining our methodologies, we ensure that our clients remain at the forefront of their industries.
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    DataHUB+ Reviews & Ratings

    DataHUB+

    VROC

    Empower your enterprise with real-time data visibility today!
    DataHUB+ represents an advanced process data historian and visualization solution for modern enterprises. It empowers users to monitor assets and systems in real-time across extensive networks, providing quick insights through integrated analytics and visualization tools, enabling visibility into the status of any facility, plant, or system at any given moment. Being agnostic to equipment and sensors, DataHUB+ can effortlessly import data from any IoT devices or sensors, regardless of whether the data is structured or unstructured. This adaptability allows DataHUB+ to establish itself as the definitive source of truth, ensuring all operational data is securely and reliably stored. Additionally, the platform proactively assesses data quality prior to ingestion and notifies teams of any issues that arise. Unlike traditional process historians that depend on expensive IT infrastructure, DataHUB+ is designed for easy scalability to meet the demands of enterprise data management. Furthermore, it integrates seamlessly with VROC's AI solution OPUS, facilitating forecasting, predictive maintenance, and sophisticated analytics. By removing data silos and minimizing data wrangling within organizations, DataHUB+ enhances data-driven decision-making processes. Organizations can harness DataHUB+ to gain deeper insights into their operations and drive significant improvements in efficiency.
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    Factry Historian Reviews & Ratings

    Factry Historian

    Factry

    Empower your operations with streamlined data-driven insights today!
    Transform your data clarity into actionable insights with Factry Historian, a user-friendly and robust data management solution designed for the collection and storage of industrial process information. This historian software empowers your organization to convert unrefined production data into clear visual insights, helping to minimize downtime, reduce expenses, and enhance overall plant performance. As an operations or plant manager, you are likely inundated with process data that is often dispersed across various systems, spreadsheets, or even paper records. This fragmentation complicates the ability to compare batches, identify process anomalies, or consolidate parameters effectively. By selecting straightforward parameters, you can execute complex queries on your asset data quickly. With advanced insights readily available, you can eliminate the need for intricate integration scripts in favor of a simple, configurable solution that seamlessly connects to any business intelligence tool. This not only streamlines your data analysis process but also enriches your decision-making capabilities.
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    Symphony Plus Historian Reviews & Ratings

    Symphony Plus Historian

    ABB

    Empower your organization with agile, data-driven decision-making solutions.
    In the current business environment, information has become an essential asset. For utilities to sustain a competitive advantage, they must be agile in responding to changing circumstances. The promptness in decision-making and action-taking plays a significant role in enhancing both quality and productivity. A key obstacle is the effective gathering, transformation, and sharing of reliable information. Having data that is both accessible and adaptable is vital for making sound operational and strategic choices. Different user groups, such as operators, managers, engineers, and maintenance supervisors, possess unique requirements and preferences for how information is presented. S+ Operations provides a robust information management system designed to boost efficiency and profitability throughout all organizational levels. This innovative system enables users to access real-time data alongside historical insights in a unified interface. Its design boasts full redundancy and a flexible architecture tailored to various customer needs. Furthermore, the integrated historian server is among the most powerful, facilitating seamless integration of process data for improved analysis and informed decision-making. By leveraging these advanced capabilities, organizations are better equipped to excel in a rapidly changing marketplace, ultimately fostering growth and sustainability.
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    TrendMiner Reviews & Ratings

    TrendMiner

    TrendMiner

    Empowering industrial efficiency through cutting-edge real-time analytics.
    TrendMiner is a cutting-edge analytics platform tailored for industrial applications, known for its speed, strength, and user-friendliness. This platform is specifically built to facilitate real-time monitoring and troubleshooting of industrial processes. By enabling comprehensive data collection, analysis, and visualization, it empowers individuals within industrial sectors to make informed, data-driven choices with enhanced efficiency. Founded in 2008, TrendMiner operates as a subsidiary of Proemion and maintains its global headquarters in Belgium, with additional offices situated in the U.S.A., Germany, Spain, and the Netherlands. The company has forged strategic partnerships with industry giants such as Amazon, Microsoft, and SAP, enhancing its market presence. Furthermore, TrendMiner provides standard integrations for a wide range of data historians, including well-known systems like Honeywell PHD and GE Proficy Historian, ensuring seamless compatibility and functionality across various platforms. This extensive network of connections highlights TrendMiner's commitment to delivering comprehensive analytics solutions in the industrial landscape.
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    eLynx Technologies Reviews & Ratings

    eLynx Technologies

    eLynx Technologies

    Empower your operations with customized, insightful data solutions.
    Operators utilizing a robust SCADA system can take advantage of the eLynx Data Historian service, which offers mobile applications, comprehensive data visualizations, and sophisticated data analysis and integration tools. The eLynx data snapshot client streamlines the automatic extraction, transformation, and loading (ETL) of data from current systems. Furthermore, SCADA data can be effortlessly sent to the eLynx Azure IoT Hub using MQTT, which improves connectivity options. Certain SCADA systems also support two-way communication, allowing users to transmit commands back to the internal SCADA system through MQTT. The application is designed for customization, enabling users to create personalized interfaces that cater to their specific roles. To ensure data security, role-based measures are implemented for field operators, office personnel, and third-party users, preserving the integrity of the data. Users also have the capability to create their own views, trends, and reports, which can be shared with colleagues or kept private, depending on their preferences. To enhance ease of access to vital information, users can customize their experience by establishing their own home page, favorites, and default views, thus simplifying navigation to critical data. This extensive level of personalization not only promotes a more efficient workflow but also empowers users to prioritize the information that is most relevant to their tasks. Ultimately, such tailored experiences contribute to improved productivity and user satisfaction across the board.
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    Fernhill SCADA Reviews & Ratings

    Fernhill SCADA

    Fernhill Software

    Unlock limitless control with our versatile SCADA solution.
    Fernhill SCADA presents a flexible SCADA solution built on a client-server framework, designed for simplicity in both use and installation. It features drivers compatible with all major PLCs as well as widely adopted open protocols such as BACnet, DNP3, and Modbus. Moreover, it provides open data access through interfaces like OPC UA, OPC Classic, ODBC, and MQTT. Integrated historian and trending capabilities enhance its functionality. Users can operate Fernhill SCADA across various platforms, which include Windows, Linux, macOS, Android, and iOS. Notably, the runtime is offered for free, allowing for the deployment of an unlimited number of SCADA systems with just a single affordable developer license, making it a cost-effective choice for many organizations. This scalability and versatility make it an appealing option for businesses looking to optimize their monitoring and control systems.
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    Tiger Data Reviews & Ratings

    Tiger Data

    Tiger Data

    Unlock real-time insights with advanced time-series database solutions.
    Tiger Data is a next-generation PostgreSQL++ platform engineered for developers, devices, and AI agents that need scalable, intelligent data systems. As the company behind TimescaleDB, it extends PostgreSQL into a universal foundation for time-series analytics, real-time observability, AI retrieval, and agentic applications. The platform’s modular design introduces key primitives — Interface, Forks, Memory, Search, Materialization, and Scale — which collectively empower developers to build, deploy, and automate data-intensive workloads with ease. With Forks, users can instantly clone environments for testing or development, while Memory ensures contextual persistence across agents and time. Its hybrid search engine merges BM25 ranking with vector retrieval, enabling semantic and structured queries within a single system. Built-in time-series and streaming support allows sub-second analytics on billions of rows, while continuous aggregates and columnar compression optimize performance and cost. Tiger Cloud offers a fully managed deployment with multi-AZ resilience, encryption, SSO, and tiered storage for maximum efficiency. From IoT telemetry and financial data to AI observability and agent context storage, Tiger Data unifies real-time and analytical workloads under one Postgres-compatible umbrella. Companies like Cloudflare, Toyota, Polymarket, and Hugging Face rely on Tiger to simplify their infrastructure while scaling insights globally. With over 20,000 developers and a 4.7 G2 score, Tiger Data defines the future of PostgreSQL — smarter, faster, and built for the next era of intelligent systems.
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    TimescaleDB Reviews & Ratings

    TimescaleDB

    Tiger Data

    Efficiently manage real-time data with powerful SQL capabilities.
    TimescaleDB is an advanced time-series and analytics database built entirely on top of PostgreSQL, combining the best of relational reliability and time-series speed. It’s engineered to help developers and data teams analyze streaming, sensor, and event data in real time, while retaining historical data cost-effectively. Its core innovation, the hypertable, automatically partitions large datasets across time and space, optimizing query planning and ingestion for billions of records. TimescaleDB’s continuous aggregates provide incrementally refreshed views, enabling instant dashboards and analytics without costly recomputations. It also offers hybrid row-columnar storage, blending transactional speed with analytical performance, and supports compression rates up to 95% for long-term data storage. With built-in automation for retention, aggregation, and reordering, it reduces the operational overhead of managing time-series data at scale. TimescaleDB’s hyperfunctions library extends SQL with over 200 specialized time-series analysis functions — ideal for anomaly detection, forecasting, and performance tracking. Because it’s 100% PostgreSQL compatible, teams can leverage existing Postgres tools, drivers, and extensions while gaining time-series capabilities instantly. Open-source and cloud-ready, it powers critical workloads for industries ranging from IoT and fintech to cloud infrastructure monitoring. With TimescaleDB, developers can query billions of data points in milliseconds — using the same SQL they already know.
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    X-Force Energy Management Reviews & Ratings

    X-Force Energy Management

    SSM InfoTech Solutions

    Transforming industries with seamless digital workflows and insights.
    X-Force is a comprehensive suite of software solutions developed by SSM InfoTech, aimed at digitizing manual workflows to reduce paperwork and drive industries towards the advancements of Industry 4.0. With a flexible development framework, X-Force meets the unique needs of industrial clients by providing tailored solutions and an easy-to-use interface, allowing users to choose their desired accessibility features. The X-Force Historian System is a sophisticated time series data historian built on an advanced MSSQL core, capable of scaling to support up to 100,000 tags while achieving a remarkable performance rate of 30,000 samples per second. Additionally, XHS facilitates the centralized collection of data from various sources, offering users insightful process screens, trend analyses, and detailed dashboards for effective reporting. This innovative strategy not only streamlines data management processes but also equips industries with the tools to make strategic decisions based on real-time analytical insights, ultimately fostering a more agile and data-driven operational environment. Such capabilities ensure that businesses can respond dynamically to changes and maintain a competitive edge in their respective markets.
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    Seeq Reviews & Ratings

    Seeq

    Seeq Corporation

    Transform your process data analysis with seamless collaboration today!
    Seeq stands out as the pioneering application dedicated to the analysis of process data. It allows users to search their datasets, enrich them with context, model and cleanse the information, identify patterns, set boundaries, and work together in real-time with time series data. Regardless of your operational data system or process historian—be it OSIsoft®, PI System®, Honeywell’s Uniformance®, Emerson DeltaV and Ovation, or Inductive Automation's Ignition—Seeq can seamlessly connect and begin functioning within minutes. While the current discussions around predictive analytics, machine learning, and data science are prevalent, they often overlook the pressing issues that analytics-focused organizations encounter. Moreover, leveraging the expertise of your existing workforce is essential. Promoting collaboration and capturing knowledge are vital components for enhancing the sharing and effective reuse of analytical efforts. Furthermore, the capability to swiftly disseminate insights to those who need them can significantly drive improvements in outcomes and decision-making processes.
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    IBM Informix Reviews & Ratings

    IBM Informix

    IBM

    Versatile database solution for modern data management needs.
    IBM Informix® stands out as a versatile and effective database solution, seamlessly integrating SQL, NoSQL/JSON, time series, and spatial data. Its user-friendly interface and adaptability make it an ideal option for a variety of environments, encompassing large enterprise data warehouses and smaller application development initiatives. The database's compact design and self-managing capabilities make it especially beneficial for applications involving embedded data management. As the need for IoT data processing continues to grow, Informix addresses this demand with its hybrid architecture, which minimizes administrative overhead while maintaining a small memory footprint and providing substantial functionality. It is particularly adept at supporting multi-tiered architectures that require data processing across different levels, including devices, gateways, and cloud infrastructures. Additionally, Informix features native encryption to protect data both at rest and during transmission. Its support for flexible schemas, along with various APIs and configurations, further enhances its versatility, making Informix a fitting solution for contemporary data management challenges. The combination of these attributes positions Informix as a leading contender in the database landscape, capable of meeting the evolving needs of businesses and developers alike.
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    Apache Druid Reviews & Ratings

    Apache Druid

    Druid

    Unlock real-time analytics with unparalleled performance and resilience.
    Apache Druid stands out as a robust open-source distributed data storage system that harmonizes elements from data warehousing, timeseries databases, and search technologies to facilitate superior performance in real-time analytics across diverse applications. The system's ingenious design incorporates critical attributes from these three domains, which is prominently reflected in its ingestion processes, storage methodologies, query execution, and overall architectural framework. By isolating and compressing individual columns, Druid adeptly retrieves only the data necessary for specific queries, which significantly enhances the speed of scanning, sorting, and grouping tasks. Moreover, the implementation of inverted indexes for string data considerably boosts the efficiency of search and filter operations. With readily available connectors for platforms such as Apache Kafka, HDFS, and AWS S3, Druid integrates effortlessly into existing data management workflows. Its intelligent partitioning approach markedly improves the speed of time-based queries when juxtaposed with traditional databases, yielding exceptional performance outcomes. Users benefit from the flexibility to easily scale their systems by adding or removing servers, as Druid autonomously manages the process of data rebalancing. In addition, its fault-tolerant architecture guarantees that the system can proficiently handle server failures, thus preserving operational stability. This resilience and adaptability make Druid a highly appealing option for organizations in search of dependable and efficient analytics solutions, ultimately driving better decision-making and insights.
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    FrameworX Reviews & Ratings

    FrameworX

    Tatsoft

    The Modern SCADA Platform. Built on .NET. Unified by Design.
    Tatsoft’s FrameworX is the complete, modern SCADA and IIoT platform for building, deploying, and scaling high-performance industrial applications. Designed for edge-to-enterprise use, it unifies real-time operations, data management, and AI integration under one consistent, open, and future-proof architecture. Built entirely on managed .NET code, FrameworX eliminates legacy constraints and delivers unmatched reliability, speed, and scalability for mission-critical environments. FrameworX includes all core modules from day one — Devices, Alarms, Historian, Reports, Security, Audit Trails, Scripting, and DevOps Tools — ensuring complete functionality without add-ons or hidden costs. Engineers can create sophisticated applications with built-in tools for real-time data modeling, event logging, trending, and analytics, along with 100+ native drivers for PLCs, DCSs, and industrial protocols including OPC UA, MQTT, SparkplugB, and Modbus. Need a custom driver? Tatsoft provides a toolkit for rapid protocol development. Develop once and deploy anywhere — Windows, Linux, Docker, Web, or Mobile — with zero client installation. FrameworX supports scripting in C#, VB.NET, and Python, enabling flexibility and fast integration with any industrial or enterprise system. Its built-in MQTT broker/client and Unified Namespace (UNS) capabilities connect OT and IT seamlessly, while WebAssembly deployment enables modern, plugin-free visualization across devices. Proven in over 5,000 global deployments, FrameworX powers critical operations in Oil & Gas, Steel, Transportation, Manufacturing, and Life Sciences. Its architecture supports 1M+ tags per second, 1,000+ concurrent clients, and startup times under 30 seconds. Combined with transparent licensing, unlimited scalability, and AI-ready design, FrameworX offers a unified platform that drives digital transformation across industries.
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    CrateDB Reviews & Ratings

    CrateDB

    CrateDB

    Transform your data journey with rapid, scalable efficiency.
    An enterprise-grade database designed for handling time series, documents, and vectors. It allows for the storage of diverse data types while merging the ease and scalability of NoSQL with the capabilities of SQL. CrateDB stands out as a distributed database that executes queries in mere milliseconds, no matter the complexity, data volume, or speed of incoming data. This makes it an ideal solution for organizations that require rapid and efficient data processing.
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    Machbase Reviews & Ratings

    Machbase

    Machbase

    Unlock real-time insights with unparalleled speed and efficiency.
    Machbase is an advanced time-series database specifically engineered for the immediate storage and analysis of extensive sensor data originating from various facilities. This database management system (DBMS) is unique in its capability to swiftly process and analyze large datasets, highlighting its remarkable performance. Users can leverage the incredible speed of data processing that Machbase provides. The product is designed to facilitate instant management, storage, and analysis of sensor data. By embedding the DBMS into Edge devices, it ensures quick data storage and querying. Moreover, it excels in both data storage and retrieval when utilized on a single server. With the option to set up multi-node clusters, Machbase enhances both availability and scalability. Alongside these features, it functions as an all-in-one management solution for Edge computing, efficiently handling device management, connectivity, and data processing requirements. In an ever-evolving, data-centric landscape, Machbase emerges as an indispensable resource for sectors that depend on the timely analysis of sensor data, ultimately driving innovation and efficiency. Its robust capabilities position it as a frontrunner in the realm of real-time data solutions.
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    j5 Work Instructions Reviews & Ratings

    j5 Work Instructions

    Hexagon PPM

    Streamline operations, enhance collaboration, and elevate productivity effortlessly.
    Work instructions are disseminated throughout various levels and sectors in industrial processes. Despite advancements, many organizations continue to use traditional work management tools such as paper documents and spreadsheets, which lack integration with vital software systems like Data Historians and Computerized Maintenance Management Systems (CMMS). This lack of connectivity results in unnecessary data duplication, the formation of information silos, and increased inefficiencies and risks within the organization. With j5 Work Instructions, operational teams can efficiently plan, document, manage, monitor, and complete tasks through a simple web browser or mobile device interface. By adopting an intuitive digital platform, companies can effectively coordinate and oversee their operational activities. It is important to ensure consistency in formatting, structure, and data entry practices. By transitioning away from paper, spreadsheets, and scattered databases, organizations can reduce employee workloads while enhancing the scheduling, tracking, and execution of tasks. Furthermore, by integrating j5 Work Instructions with other industrial software such as CMMS and data historians, organizations can manage data-related tasks across all j5 applications more effectively, fostering a unified operational ecosystem. This strategic shift not only boosts productivity but also encourages improved collaboration and communication among teams, leading to a more harmonious work environment. The integration of these systems ultimately positions organizations to respond more agilely to changing operational demands.
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    CitectHMI Reviews & Ratings

    CitectHMI

    Schneider Electric

    Empower your machinery with intuitive, customizable operator interfaces.
    CitectHMI software is specifically designed to address the distinct needs of original equipment manufacturers (OEMs), offering a flexible and intuitive operator interface solution tailored for producers of machinery, plants, and equipment. It proves to be especially advantageous for those manufacturing PC-based data acquisition systems that desire improved functionalities, including sophisticated displays, trending capabilities, alarming features, and historical data management within their offerings. The software effectively merges the vital attributes of the world’s largest SCADA system with the established dependability of a leading control and monitoring package. Furthermore, it accommodates language switching for multilingual presentations, making it ideal for international applications. The inclusion of OLE automation facilitates the effortless generation of custom graphics, which significantly enhances user experience. Additionally, Operator Panel Builders can utilize this customizable, branded software interface to differentiate their hardware from that of competitors, thereby ensuring a unique market edge. This all-encompassing strategy not only satisfies current industry needs but also equips manufacturers with the tools necessary for sustainable growth and future innovations. By harnessing such capabilities, businesses can remain agile in a rapidly evolving technological landscape.
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    kdb Insights Reviews & Ratings

    kdb Insights

    KX

    Unlock real-time insights effortlessly with remarkable speed and scalability.
    kdb Insights is a cloud-based advanced analytics platform designed for rapid, real-time evaluation of both current and historical data streams. It enables users to make well-informed decisions quickly, irrespective of data volume or speed, and offers a remarkable price-performance ratio, delivering analytics that is up to 100 times faster while costing only 10% compared to other alternatives. The platform features interactive visualizations through dynamic dashboards, which facilitate immediate insights that are essential for prompt decision-making. Furthermore, it utilizes machine learning models to enhance predictive capabilities, identify clusters, detect patterns, and assess structured data, ultimately boosting AI functionalities with time-series datasets. With its impressive scalability, kdb Insights can handle enormous volumes of real-time and historical data, efficiently managing loads of up to 110 terabytes each day. Its swift deployment and easy data ingestion processes significantly shorten the time required to gain value, while also supporting q, SQL, and Python natively, and providing compatibility with other programming languages via RESTful APIs. This flexibility allows users to seamlessly incorporate kdb Insights into their current workflows, maximizing its potential for various analytical tasks and enhancing overall operational efficiency. Additionally, the platform's robust architecture ensures that it can adapt to future data challenges, making it a sustainable choice for long-term analytics needs.
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    kdb+ Reviews & Ratings

    kdb+

    KX Systems

    Unleash unparalleled insights with lightning-fast time-series analytics.
    Introducing a powerful cross-platform columnar database tailored for high-performance historical time-series data, featuring: - An optimized compute engine for in-memory operations - A real-time streaming processor - A robust query and programming language called q Kdb+ powers the kdb Insights suite and KDB.AI, delivering cutting-edge, time-oriented data analysis and generative AI capabilities to leading global enterprises. Known for its unmatched speed, kdb+ has been independently validated as the top in-memory columnar analytics database, offering significant advantages for organizations facing intricate data issues. This groundbreaking solution greatly improves decision-making processes, allowing businesses to effectively adapt to the constantly changing data environment. By utilizing kdb+, organizations can unlock profound insights that inform and enhance their strategic approaches. Additionally, companies leveraging this technology can stay ahead of competitors by ensuring timely and data-driven decisions.