Alternatives to Kapacitor
Compare Kapacitor alternatives for your business or organization using the curated list below. SourceForge ranks the best alternatives to Kapacitor in 2026. Compare features, ratings, user reviews, pricing, and more from Kapacitor competitors and alternatives in order to make an informed decision for your business.
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StarTree
StarTree
StarTree, powered by Apache Pinot™, is a fully managed real-time analytics platform built for customer-facing applications that demand instant insights on the freshest data. Unlike traditional data warehouses or OLTP databases—optimized for back-office reporting or transactions—StarTree is engineered for real-time OLAP at true scale, meaning: - Data Volume: query performance sustained at petabyte scale - Ingest Rates: millions of events per second, continuously indexed for freshness - Concurrency: thousands to millions of simultaneous users served with sub-second latency With StarTree, businesses deliver always-fresh insights at interactive speed, enabling applications that personalize, monitor, and act in real time.Starting Price: Free -
2
Influx MD
ifX medical Inc.
Built specifically for healthcare, Influx Marketing Dashboard is the sales and marketing automation software choice for some of America's most successful medical and surgical practices. With integrated, customer relationship management (CRM), lead management, email marketing, online seminars and education, secure forms, and event scheduling, Influx MD provides powerful marketing and sales features for solo, group, and hospital medical practices at an affordable price.Starting Price: $150.00/month -
3
Open Automation Software
Open Automation Software
Liberate your Industry 4.0 data with Open Automation Software IIoT platform for Windows and Linux. OAS is truly an unlimited IoT Gateway for Windows, Linux, Raspberry Pi 4, Windows IoT Core, and Docker deployments. Create HMI visualization for web, WPF, and WinForm C# and VB .NET applications. Log data and alarms to SQL Server, Oracle, MS Access, MySQL, Azure SQL, PostgreSQL, Cassandra, MongoDB, MariaDB, SQLite, InfluxDB, and CSV files. MQTT Broker and Client interface along with cloud connectivity to Azure IoT and AWS IoT Gateway. Read and write data from remote Excel Workbooks. Alarm notification to email, SMS text, and voice messaging. .NET and REST API programmatic access. Allen Bradley ControlLogix, CompactLogix, GuardLogix, Micro800, MicroLogix, SLC 500, and PLC-5. Siemens S7-200, S7-300, S7-400, S7-1200, and S7-1500. Modbus TCP, Modbus RTU, and Modbus ASCII for Master and Slave communications. OPTO-22, MTConnect, and OPC UA, OPC DA.Starting Price: $495 one-time payment -
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InfluxDB
InfluxData
InfluxDB is a purpose-built data platform designed to handle all time series data, from users, sensors, applications and infrastructure — seamlessly collecting, storing, visualizing, and turning insight into action. With a library of more than 250 open source Telegraf plugins, importing and monitoring data from any system is easy. InfluxDB empowers developers to build transformative IoT, monitoring and analytics services and applications. InfluxDB’s flexible architecture fits any implementation — whether in the cloud, at the edge or on-premises — and its versatility, accessibility and supporting tools (client libraries, APIs, etc.) make it easy for developers at any level to quickly build applications and services with time series data. Optimized for developer efficiency and productivity, the InfluxDB platform gives builders time to focus on the features and functionalities that give their internal projects value and their applications a competitive edge.Starting Price: $0 -
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Dewesoft Historian
DEWESoft
Historian is a database software service for long-term and permanent monitoring. It provides storage in an InfluxDB time-series database for long-term and permanent monitoring applications. Monitor your vibration, temperature, inclination, strain, pressure, and other data with a self-hosted or fully cloud-managed service. Standard OPC UA protocol is supported for data access and integration into our DewesoftX data acquisition software or SCADAs, ERPs, or any other OPC UA clients. Data is stored in a state-of-the-art open-source InfluxDB database. InfluxDB is an open-source time-series database developed by InfluxData. It is written in Go and optimized for fast, high-availability storage and retrieval of time series data in fields such as operations monitoring, application metrics, Internet of Things sensor data, and real-time analytics. Historian service can either be installed locally on the measurement unit, or your local intranet, or we can provide a fully cloud-managed service. -
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QuickHMI
Indi.An GmbH
QuickHMI is a web-based HMI and SCADA system from Indi.An GmbH in Bremen, Germany, developing automation software since 2006. Design your visualization in a Windows editor and run it on Windows, Linux, Docker or a Raspberry Pi. Operators work in any modern browser, a viewer or the mobile app. No client installation, no client license. Licensing without follow-up costs: QuickHMI licenses neither runtimes nor tags. In every commercial edition, data sources, variables, alarms, pages and concurrent sessions are unlimited. Connectivity: Siemens S7, Modbus, Beckhoff TwinCAT, OPC UA, MQTT, KNX/EIB, Allen-Bradley, BACnet, SQL databases, InfluxDB and web services. Engineering: drag-and-drop design with SVG graphics, around 4,000 ready-made controls, faceplates, alarm management, recipes, user management with role-based rights, responsive breakpoints, plus your own HTML5 and JavaScript. Twelve months of support and major upgrades included. Business customers only.Starting Price: EUR 1,490 one-time (single dev -
7
Google Cloud Pub/Sub
Google
Google Cloud Pub/Sub. Scalable, in-order message delivery with pull and push modes. Auto-scaling and auto-provisioning with support from zero to hundreds of GB/second. Independent quota and billing for publishers and subscribers. Global message routing to simplify multi-region systems. High availability made simple. Synchronous, cross-zone message replication and per-message receipt tracking ensure reliable delivery at any scale. No planning, auto-everything. Auto-scaling and auto-provisioning with no partitions eliminate planning and ensures workloads are production-ready from day one. Advanced features, built in. Filtering, dead-letter delivery, and exponential backoff without sacrificing scale help simplify your applications. A fast, reliable way to land small records at any volume, an entry point for real-time and batch pipelines feeding BigQuery, data lakes and operational databases. Use it with ETL/ELT pipelines in Dataflow. -
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Amazon Simple Notification Service (SNS) is a fully managed messaging service for both system-to-system and app-to-person (A2P) communication. It enables you to communicate between systems through publish/subscribe (pub/sub) patterns that enable messaging between decoupled microservice applications or to communicate directly to users via SMS, mobile push and email. The system-to-system pub/sub functionality provides topics for high-throughput, push-based, many-to-many messaging. Using Amazon SNS topics, your publisher systems can fanout messages to a large number of subscriber systems or customer endpoints including Amazon SQS queues, AWS Lambda functions and HTTP/S, for parallel processing. The A2P messaging functionality enables you to send messages to users at scale using either a pub/sub pattern or direct-publish messages using a single API.
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9
Influx
Influx
You’ll spend less time on your computer and more time doing the things you love. At Influx our primary focus is to make software that is simple to use for owners and members. Being based in the cloud gives owners, managers and members more flexibility. Any upgrades are absolutely free and done for you automatically. We'll also back up your data, and you'll never have to worry about buying, storing, running or maintaining servers. Our booking app, InfluxApp, allows your members to book into classes from their smartphone, tablet or desktop. Members can receive SMS or e-mail notification when class spaces become available, and even record their workouts. Desktop, tablet, or any type of smartphone. Influx is available to you and your members wherever you are connected to the internet. Keep track of memberships, passes, contact details, injuries, emergency contacts, family members, recent attendance and more all in one place! -
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Azure Web PubSub
Microsoft
Azure Web PubSub is a fully managed service that enables developers to build real-time web applications using WebSockets and the publish-subscribe pattern. It supports native and serverless WebSockets, allowing for scalable, bi-directional communication without the need to manage infrastructure. This service is ideal for applications such as chat rooms, live broadcasting, and IoT dashboards. Supports real-time publish-subscribe messaging for web application development through native and serverless WebSocket support. Built-in support for large-scale client connections and highly available architectures, enabling applications to handle numerous simultaneous users. Offers support for a wide variety of client SDKs and programming languages, facilitating seamless integration into existing applications. Provides built-in security features, including Azure Active Directory integration and private endpoints, to help protect data and manage access. -
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Oracle Cloud Infrastructure Notifications is a highly available, low-latency publish/subscribe (pub/sub) service that sends alerts and messages to Oracle Functions, email, and message delivery partners, including Slack and PagerDuty. The service integrates with Identity and Access Management for secure access, and delivers each message, even during traffic bursts. Send notifications when alarms are breached. Send messages from Monitoring and Events Service to email, Slack, PagerDuty, and HTTPs endpoints. Notify based on a variety of events, such as a new file in object storage or a newly provisioned compute instance. Use Notifications to trigger Functions that execute snippets of code. For example, automatically scale up an Autonomous Database instance, or change the shape of a compute instance. Administrators can control subscriptions through the console, SDK, and Notifications API.Starting Price: $0.02 per 1000 emails sent
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Akamai IoT Edge Connect
Akamai
Provides a real-time communication and data processing protocol to Akamai-connected devices. IoT Edge Connect uses the message queuing telemetry transport (MQTT) and HTTP protocols to ingest messages. It processes and delivers data back to devices in real-time, on a publish-subscribe basis. IoT Edge Connect uses the message queuing telemetry transport (MQTT) and HTTP protocols to ingest messages. It processes and delivers data back to devices in real-time, on a publish-subscribe basis. The MQTT-based mechanism reads from and writes to message queues. Connecting through this interface delivers messages in topics automatically. The HTTP interface provides an HTTP-based mechanism for reading from the same message queues that are processed by the MQTT interface. Connecting through the HTTP interface delivers messages in topics on client requests via a REST API. -
13
PubSub+ Platform
Solace
Solace PubSub+ Platform helps enterprises design, deploy and manage event-driven systems across hybrid and multi-cloud and IoT environments so they can be more event-driven and operate in real-time. The PubSub+ Platform includes the powerful PubSub+ Event Brokers, event management capabilities with PubSub+ Event Portal, as well as monitoring and integration capabilities all available via a single cloud console. PubSub+ allows easy creation of an event mesh, an interconnected network of event brokers, allowing for seamless and dynamic data movement across highly distributed network environments. PubSub+ Event Brokers can be deployed as fully managed cloud services, self-managed software in private cloud or on-premises environments, or as turnkey hardware appliances for unparalleled performance and low TCO. PubSub+ Event Portal is a complimentary toolset for design and governance of event-driven systems including both Solace and Kafka-based event broker environments. -
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WarpStream
WarpStream
WarpStream is an Apache Kafka-compatible data streaming platform built directly on top of object storage, with no inter-AZ networking costs, no disks to manage, and infinitely scalable, all within your VPC. WarpStream is deployed as a stateless and auto-scaling agent binary in your VPC with no local disks to manage. Agents stream data directly to and from object storage with no buffering on local disks and no data tiering. Create new “virtual clusters” in our control plane instantly. Support different environments, teams, or projects without managing any dedicated infrastructure. WarpStream is protocol compatible with Apache Kafka, so you can keep using all your favorite tools and software. No need to rewrite your application or use a proprietary SDK. Just change the URL in your favorite Kafka client library and start streaming. Never again have to choose between reliability and your budget.Starting Price: $2,987 per month -
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Google Cloud Dataflow
Google
Unified stream and batch data processing that's serverless, fast, and cost-effective. Fully managed data processing service. Automated provisioning and management of processing resources. Horizontal autoscaling of worker resources to maximize resource utilization. OSS community-driven innovation with Apache Beam SDK. Reliable and consistent exactly-once processing. Streaming data analytics with speed. Dataflow enables fast, simplified streaming data pipeline development with lower data latency. Allow teams to focus on programming instead of managing server clusters as Dataflow’s serverless approach removes operational overhead from data engineering workloads. Allow teams to focus on programming instead of managing server clusters as Dataflow’s serverless approach removes operational overhead from data engineering workloads. Dataflow automates provisioning and management of processing resources to minimize latency and maximize utilization. -
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Oracle Stream Analytics
Oracle
Oracle Stream Analytics allows users to process and analyze large scale real-time information by using sophisticated correlation patterns, enrichment, and machine learning. It offers real-time actionable business insight on streaming data and automates action to drive today’s agile businesses. Visual GEOProcessing with GEOFence relationship spatial analytics. New Expressive Patterns Library, including Spatial, Statistical, General industry and Anomaly detection, streaming machine learning. Abstracted visual façade to interrogate live real time streaming data and perform intuitive in-memory real time business analytics. -
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LinkedLeads
LinkedLeads
Are you overwhelmed with over 100 connection requests every week? Intrigued by the potential of these connections but don't have the time to engage with each one? Introducing LinkedLeads, the ultimate solution to supercharge your lead generation on LinkedIn. Imagine a tool that not only accepts connection requests for you but also initiates engaging conversations automatically, that's exactly what LinkedLeads does. Accepts connection requests and sends personalized messages without you lifting a finger, turns every connection request into a potential lead, saves time and effort, focusing on what you do best. Get ready to experience an influx of leads like never before, all without the hefty price tag, transform your LinkedIn networking today with LinkedLeads.Starting Price: $50 one-time payment -
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Esper Enterprise Edition
EsperTech Inc.
Esper Enterprise Edition is a distributable platform for linear and elastic horizontal scalability and fault-tolerant event processing. EPL editor and debugger; Hot deployment; Detailed metric and memory use reporting with break-down and summary per EPL. Data Push for multi-tier CEP-to-Browser delivery; Management of Logical and Physical Subscribers and Subscriptions. Web-based user interface for managing all aspects of multiple distributed engine instances with JavaScript and HTML 5. Composable, configurable and interactive displays of distributed event streams or series; Charts, Gauges, Timelines, Grids. JDBC-compliant client and server endpoints for interoperability. Esper Enterprise Edition is a closed-source commercial product by EsperTech. The source code is made available to support customers only. Esper Enterprise Edition is a distributable platform for linear and elastic horizontal scalability and fault-tolerant event processing. -
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Redpanda
Redpanda Data
Redpanda is pioneering the Agentic Data Plane (ADP) - a new category in AI infrastructure that makes it simple and secure to connect AI agents with enterprise data and systems. Built on a multi-modal data streaming engine, Redpanda empowers agentic applications that reason and act in real-time with speed, autonomy, and precision. Global leaders including Activision Blizzard, Cisco, Moody's, Texas Instruments, Vodafone and 2 of the top 5 banks in the U.S. rely on Redpanda to process hundreds of terabytes of data a day. Backed by premier venture investors Lightspeed, GV and Haystack VC, Redpanda is a diverse, people-first organization with teams distributed around the globe. -
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Xeotek
Xeotek
Xeotek helps companies develop and explore their data applications and streams faster with Xeotek's powerful desktop and web application. Xeotek KaDeck was designed to be used by developers, operations, and business users alike. Because business users, developers, and operations jointly gain insight into data and processes via KaDeck, the whole team benefits: fewer misunderstandings, less rework, more transparency. Xeotek KaDeck puts you in control of your data streams. Save hours of work by gaining insights at the data and application level in projects or day-to-day operations. Export, filter, transform and manage data streams in KaDeck with ease. Run JavaScript (NodeV4) code, transform & generate test data, view & change consumer offsets, manage your streams or topics, Kafka Connect instances, schema registry, and ACLs – all from one convenient user interface. -
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Azure Data Explorer
Microsoft
Azure Data Explorer is a fast, fully managed data analytics service for real-time analysis on large volumes of data streaming from applications, websites, IoT devices, and more. Ask questions and iteratively explore data on the fly to improve products, enhance customer experiences, monitor devices, and boost operations. Quickly identify patterns, anomalies, and trends in your data. Explore new questions and get answers in minutes. Run as many queries as you need, thanks to the optimized cost structure. Explore new possibilities with your data cost-effectively. Focus on insights, not infrastructure, with the easy-to-use, fully managed data analytics service. Respond quickly to fast-flowing and rapidly changing data. Azure Data Explorer simplifies analytics from all forms of streaming data.Starting Price: $0.11 per hour -
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QX MailerDesk
QX Global
Businesses with a large number of customers, employees, suppliers or other stakeholders often need to address a huge influx of email queries on a day-to-day basis. These emails may need to be addressed by designated individuals across departments like payroll, compliance, HR, IT, accounts and sales, amongst others. Rapidly assigning the request to the right person, tracking progress and getting an accurate view of the resolved issues is fundamental to delivering a good experience to the users. QX MailerDesk is an intuitive and easy-to-manage centralised system that automatically converts support emails to tickets, ensuring quick and effective resolution of queries from clients, suppliers, candidates and other stakeholders. In addition to improving team efficiency, the system also reduces TAT and helps to prevent SLA violations and breaches. -
23
Visual KPI
Transpara
Real-time operations monitoring and data visualization, including KPIs, dashboards, trends, analytics, hierarchy and alerts. Aggregates all of your data sources (industrial, IoT, business, external, etc.) on the fly without moving the data, and displays it in real-time with obvious context on any device. -
24
AccuWeather for Business
AccuWeather
Actionable business insights that enhance safety, improve performance, reduce risk and protect revenue. Get 2x the advance warning over public sources to minimize risks, avoid costly shutdowns and detect disruptions before they occur. Quickly adjust distribution and operational needs, create new sales opportunities and keep customers and revenue safe. Keep staff, customers and data centers safe in advance of severe weather across multiple facilities. Prepare in advance of severe weather and optimize outdoor project schedules by leveraging weather insights. Manage portfolio risk ahead of impact to ensure business continuity and gain competitive advantage by serving your clients first. Our healthcare solutions include a two-tiered warning system that helps you make operational decisions, keep patients safe and anticipate patient influx. -
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Gamerjibe
Gamerjibe
Yes, Events Can be as Engaging as Video Games! Besides being browser-based, we support custom 3D environments, avatars, and communications to enable a wide variety of event scenarios. The massive influx of 61 million Gen-Z'ers and their familiarity with tech and virtual environments call for a fresh event experience that's immersive and interactive. We're working with some of the most established and fastest growing organizations. Whether you're a startup or large company, we'd love to help you reach larger and targeted audiences through virtual events on Gamerjibe. We're an up-and-coming platform that aims to be the leading solution for immersive and interactive events. We make it easy for organizations to extend their physical events or host new virtual events while going easy on your budget and carbon impact. -
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Azure Service Bus
Microsoft
Depend on Service Bus when you need highly reliable cloud messaging service between applications and services even when they’re offline. Available in every Azure region, this fully managed service eliminates the burdens of server management and licensing. Get more flexibility when brokering messaging between client and server with asynchronous operations along with structured first-in, first-out (FIFO) messaging and publish/subscribe capabilities. Leverage the power of asynchronous messaging patterns to reliably scale your enterprise applications. Integrate cloud resources such as Azure SQL Database, Azure Storage, and Web Apps with Service Bus messaging to get smooth operation under variable loads and the durability to survive intermittent failures. Improve availability by building messaging topologies with complex routing. Use Service Bus to deliver messages to multiple subscribers and fan out message delivery at scale to downstream systems.Starting Price: $0.05 per million operations -
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Apache Spark
Apache Software Foundation
Apache Spark™ is a unified analytics engine for large-scale data processing. Apache Spark achieves high performance for both batch and streaming data, using a state-of-the-art DAG scheduler, a query optimizer, and a physical execution engine. Spark offers over 80 high-level operators that make it easy to build parallel apps. And you can use it interactively from the Scala, Python, R, and SQL shells. Spark powers a stack of libraries including SQL and DataFrames, MLlib for machine learning, GraphX, and Spark Streaming. You can combine these libraries seamlessly in the same application. Spark runs on Hadoop, Apache Mesos, Kubernetes, standalone, or in the cloud. It can access diverse data sources. You can run Spark using its standalone cluster mode, on EC2, on Hadoop YARN, on Mesos, or on Kubernetes. Access data in HDFS, Alluxio, Apache Cassandra, Apache HBase, Apache Hive, and hundreds of other data sources. -
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CLAIMSplus
Addiox Technologies
Expedited claims. Multiple interfaces sync with your corporate brand. Digitized data environment that can be accessed from anywhere, at any time. Health and Life processing via faster systems that aligns with your processing needs. Speeding up the claims life cycle to match the influx of your claims—while reconciling and resolving the more complicated claims at record velocity. It’s in. It’s out. No interruptions or claims processing delays. CLAIMSplus moves claims faster, working with employers, TPAs and insurers with robust in-the-cloud processing platforms. CLAIMSplusis in the business of optimizing processes and expediting medical claims through secure, reliable and efficient electronic claims management. More to the point, our technology—first and foremost—manages claims quickly and efficiently. We’ve asked our clients, and the timescale of the claim is the most important element for claims processing. -
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Invu Document Management
Agilico
Managing document storage is often a daunting task. Not only do you need to make sure documents are stored securely, but you also need to enable the right users to access them again quickly. Alongside these challenges, business-critical emails arrive at an ever-increasing rate, resulting in crucial data ending up siloed and uncontrolled in individual user inboxes. Invu Document Management software is a customizable, compliant and fully text searchable repository of information that can store and index almost any type of document. It is the ideal solution to help with the heavy influx of documentation within your organization, helping to reduce your reliance on paper documents. Designed as a scalable solution, Invu Document Management works with your existing Microsoft and business applications as a core part of your business processes. Documents can be imported electronically from Microsoft Office, and emails with attachments and paper documents can be rapidly scanned in. -
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Fluentd
Fluentd Project
A single, unified logging layer is key to make log data accessible and usable. However, existing tools fall short: legacy tools are not built for new cloud APIs and microservice-oriented architecture in mind and are not innovating quickly enough. Fluentd, created by Treasure Data, solves the challenges of building a unified logging layer with a modular architecture, an extensible plugin model, and a performance optimized engine. In addition to these features, Fluentd Enterprise addresses Enterprise requirements such as Trusted Packaging. Security. Certified Enterprise Connectors, Management / Monitoring, and Enterprise SLA-Based Support, Assurance, and Enterprise Consulting Services -
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SourceDogg
SourceDogg
Your organisation needs to compete in an ever-changing world. SourceDogg is the platform that grows your business by connecting you to your suppliers. Re-imagine your supply chain with a single, flexible platform that unifies data, makes your processes and workflows smoother and aligns your goals and objectives with your suppliers. It probably feels like you’re busier than ever, constantly fighting against deadlines while wrestling with supplier relationships. Maybe you’re trapped in a sea of spreadsheets and inbox influxes? Perhaps you’re trying to adapt your overly-complex ERP system to do things it simply wasn’t designed to do. That’s why it’s time to work smarter – not harder. It stores and manages all of your supplier data in one place, saving you loads of time, effort and frustration. There are also easy-to-use sourcing and selection tools to make light work of your day-to-day processes.Starting Price: $80 per month -
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NoQ
NoQ
NoQ offers innovative solutions to eliminate bottlenecks of your existing system, with the minimum effort. They are suitable for mass public-facing systems, like flash sales, online lucky draw, and quota allocation that expects 10s of thousands or even millions of visitors in a short period of time. The demand for online activities is increasing rapidly, many systems crashed by the influx of large traffic. The cost of the several-minute system downtimes is huge. The common cause of system crashes is overload, therefore understanding your system capacity is important. Crashes could be prevented. NoQ offers an innovative and affordable solution to help you deal with planned huge traffic generated by timely events like flash sales, without sacrificing user experience. room is a virtual waiting room solution for you to protect the existing system against traffic crises. By integrating with RoomQ, just the network traffic is offloaded to our system, no more no less. -
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RedNote (Xiaohongshu)
Xiaohongshu
RedNote, known as Xiaohongshu in China, is a prominent social networking and e-commerce platform that seamlessly blends user-generated content with online shopping. Launched in 2013, it has evolved into a vibrant community where users share lifestyle content, including fashion tips, beauty tutorials, travel experiences, and product reviews. The platform's emphasis on authentic user experiences has cultivated a dedicated user base, predominantly among young, urban Chinese women. In early 2025, facing a potential TikTok ban in the United States, many American users migrated to RedNote, propelling it to the top of the U.S. App Store's free app rankings. This influx fostered cross-cultural exchanges, with American users assisting Chinese counterparts in learning English and adapting to the platform's features. Despite its Chinese origins, RedNote's user-friendly interface and engaging content have garnered international appeal.Starting Price: Free -
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CelerData Cloud
CelerData
CelerData is a high-performance SQL engine built to power analytics directly on data lakehouses, eliminating the need for traditional data‐warehouse ingestion pipelines. It delivers sub-second query performance at scale, supports on-the‐fly JOINs without costly denormalization, and simplifies architecture by allowing users to run demanding workloads on open format tables. Built on the open source engine StarRocks, the platform outperforms legacy query engines like Trino, ClickHouse, and Apache Druid in latency, concurrency, and cost-efficiency. With a cloud-managed service that runs in your own VPC, you retain infrastructure control and data ownership while CelerData handles maintenance and optimization. The platform is positioned to power real-time OLAP, business intelligence, and customer-facing analytics use cases and is trusted by enterprise customers (including names such as Pinterest, Coinbase, and Fanatics) who have achieved significant latency reductions and cost savings. -
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SQLstream
Guavus, a Thales company
SQLstream ranks #1 for IoT stream processing & analytics (ABI Research). Used by Verizon, Walmart, Cisco, & Amazon, our technology powers applications across data centers, the cloud, & the edge. Thanks to sub-ms latency, SQLstream enables live dashboards, time-critical alerts, & real-time action. Smart cities can optimize traffic light timing or reroute ambulances & fire trucks. Security systems can shut down hackers & fraudsters right away. AI / ML models, trained by streaming sensor data, can predict equipment failures. With lightning performance, up to 13M rows / sec / CPU core, companies have drastically reduced their footprint & cost. Our efficient, in-memory processing permits operations at the edge that are otherwise impossible. Acquire, prepare, analyze, & act on data in any format from any source. Create pipelines in minutes not months with StreamLab, our interactive, low-code GUI dev environment. Export SQL scripts & deploy with the flexibility of Kubernetes. -
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SAS Event Stream Processing
SAS Institute
Streaming data from operations, transactions, sensors and IoT devices is valuable – when it's well-understood. Event stream processing from SAS includes streaming data quality and analytics – and a vast array of SAS and open source machine learning and high-frequency analytics for connecting, deciphering, cleansing and understanding streaming data – in one solution. No matter how fast your data moves, how much data you have, or how many data sources you’re pulling from, it’s all under your control via a single, intuitive interface. You can define patterns and address scenarios from all aspects of your business, giving you the power to stay agile and tackle issues as they arise. -
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DeltaStream
DeltaStream
DeltaStream is a unified serverless stream processing platform that integrates with streaming storage services. Think about it as the compute layer on top of your streaming storage. It provides functionalities of streaming analytics(Stream processing) and streaming databases along with additional features to provide a complete platform to manage, process, secure and share streaming data. DeltaStream provides a SQL based interface where you can easily create stream processing applications such as streaming pipelines, materialized views, microservices and many more. It has a pluggable processing engine and currently uses Apache Flink as its primary stream processing engine. DeltaStream is more than just a query processing layer on top of Kafka or Kinesis. It brings relational database concepts to the data streaming world, including namespacing and role based access control enabling you to securely access, process and share your streaming data regardless of where they are stored. -
38
FortiManager
Fortinet
The rapid influx of digital transformation (DX) technologies has made networks and network security much more complex and vulnerable. While malicious cyberattacks remain a serious problem, a recent Ponemon study shows that more than half of all breaches last year came from benign sources that could have been prevented. A security strategy that prioritizes automation-driven network operations can help. As part of the Fortinet Security Fabric, FortiManager supports network operations use cases for centralized management, best practices compliance, and workflow automation to provide better protection against breaches. Manage all your Fortinet devices in a single console central management system. FortiManager provides full visibility of your network, offering streamlined provisioning and innovative automation tools. FortiManager provides insight into network traffic and threats through a single-pane-of-glass and offers enterprise-class features and sophisticated security management. -
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KX Streaming Analytics provides the ability to ingest, store, process, and analyze historic and time series data to make analytics, insights, and visualizations instantly available. To help ensure your applications and users are productive quickly, the platform provides the full lifecycle of data services, including query processing, tiering, migration, archiving, data protection, and scaling. Our advanced analytics and visualization tools, used widely across finance and industry, enable you to define and perform queries, calculations, aggregations, machine learning and AI on any streaming and historical data. Deployable across multiple hardware environments, data can come from real-time business events and high-volume sources including sensors, clickstreams, radio-frequency identification, GPS systems, social networking sites, and mobile devices.
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Apache Flink
Apache Software Foundation
Apache Flink is a framework and distributed processing engine for stateful computations over unbounded and bounded data streams. Flink has been designed to run in all common cluster environments, perform computations at in-memory speed and at any scale. Any kind of data is produced as a stream of events. Credit card transactions, sensor measurements, machine logs, or user interactions on a website or mobile application, all of these data are generated as a stream. Apache Flink excels at processing unbounded and bounded data sets. Precise control of time and state enable Flink’s runtime to run any kind of application on unbounded streams. Bounded streams are internally processed by algorithms and data structures that are specifically designed for fixed sized data sets, yielding excellent performance. Flink is designed to work well each of the previously listed resource managers. -
41
Pravega
Pravega
Distributed messaging systems such as Kafka and Pulsar have provided modern Pub/Sub infrastructure well suited for today’s data-intensive applications. Pravega further enhances this popular programming model and provides a cloud-native streaming infrastructure, enabling a wider swath of applications. Pravega streams are durable, consistent, and elastic, while natively supporting long-term data retention. Pravega solves architecture-level problems that former topic-based systems Kafka and Pulsar have failed to solve, such as auto-scaling of partitions or maintaining high performance for a large number of partitions. It enhances the range of supported applications by efficiently handling both small events as in IoT and larger data as in videos for computer vision/video analytics. By providing abstractions beyond streams, Pravega also enables replicating application state and storing key-value pairs. -
42
Informatica Data Engineering Streaming
Informatica
AI-powered Informatica Data Engineering Streaming enables data engineers to ingest, process, and analyze real-time streaming data for actionable insights. Advanced serverless deployment option with integrated metering dashboard cuts admin overhead. Rapidly build intelligent data pipelines with CLAIRE®-powered automation, including automatic change data capture (CDC). Ingest thousands of databases and millions of files, and streaming events. Efficiently ingest databases, files, and streaming data for real-time data replication and streaming analytics. Find and inventory all data assets throughout your organization. Intelligently discover and prepare trusted data for advanced analytics and AI/ML projects. -
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Alibaba Cloud DataHub
Alibaba Cloud
DataHub supports various SDKs and APIs and provides multiple third-party plug-ins such as Flume and Logstash. You can import data to DataHub in an efficient manner. The DataConnector module can synchronize imported data to downstream storage and analysis systems in real time, such as MaxCompute, OSS, and Tablestore. You can import heterogeneous data that is generated by applications, websites, IoT devices, or databases to DataHub in real time. You can manage the data in a unified manner by using DataHub. You can also deliver the data to downstream systems such as analysis systems and archiving systems. This way, you can build a data streaming pipeline and extract more data value. -
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Nimbus808
Nimbus808
Nimbus808 is an industrial Internet of Things (IoT) platform centered around a managed MQTT 5 broker that enables teams to build real-time web applications, connect devices, and visualize and control sensor data without provisioning their own infrastructure. It supports quick broker provisioning and secure device connectivity with enhanced MQTT 5 features, including shared subscriptions, user properties, and flow control, while built-in security, such as token authentication, IP whitelisting, role-based access control, device credential checks, and multifactor login protect projects and data. Nimbus808’s central dashboard aggregates live data from connected devices and sensors into customizable widgets and templates for real-time visualization, and system administrators can monitor users, projects, devices, tags, and alarm states in one interface with instant publish/subscribe updates.Starting Price: $5.99 per month -
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Streaming service is a real-time, serverless, Apache Kafka-compatible event streaming platform for developers and data scientists. Streaming is tightly integrated with Oracle Cloud Infrastructure (OCI), Database, GoldenGate, and Integration Cloud. The service also provides out-of-the-box integrations for hundreds of third-party products across categories such as DevOps, databases, big data, and SaaS applications. Data engineers can easily set up and operate big data pipelines. Oracle handles all infrastructure and platform management for event streaming, including provisioning, scaling, and security patching. With the help of consumer groups, Streaming can provide state management for thousands of consumers. This helps developers easily build applications at scale.
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Lenses
Lenses.io
Enable everyone to discover and observe streaming data. Sharing, documenting and cataloging your data can increase productivity by up to 95%. Then from data, build apps for production use cases. Apply a data-centric security model to cover all the gaps of open source technology, and address data privacy. Provide secure and low-code data pipeline capabilities. Eliminate all darkness and offer unparalleled observability in data and apps. Unify your data mesh and data technologies and be confident with open source in production. Lenses is the highest rated product for real-time stream analytics according to independent third party reviews. With feedback from our community and thousands of engineering hours invested, we've built features that ensure you can focus on what drives value from your real time data. Deploy and run SQL-based real time applications over any Kafka Connect or Kubernetes infrastructure including AWS EKS.Starting Price: $49 per month -
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Kinetica
Kinetica
A scalable cloud database for real-time analysis on large and streaming datasets. Kinetica is designed to harness modern vectorized processors to be orders of magnitude faster and more efficient for real-time spatial and temporal workloads. Track and gain intelligence from billions of moving objects in real-time. Vectorization unlocks new levels of performance for analytics on spatial and time series data at scale. Ingest and query at the same time to act on real-time events. Kinetica's lockless architecture and distributed ingestion ensures data is available to query as soon as it lands. Vectorized processing enables you to do more with less. More power allows for simpler data structures, which lead to lower storage costs, more flexibility and less time engineering your data. Vectorized processing opens the door to amazingly fast analytics and detailed visualization of moving objects at scale. -
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Robot Operating System (ROS)
Robot Operating System (ROS)
The Robot Operating System (ROS) is an open source set of software libraries and tools designed to aid in building robot applications. It provides services expected from an operating system, including hardware abstraction, low-level device control, implementation of commonly-used functionality, message-passing between processes, and package management. ROS offers tools and libraries for obtaining, building, writing, and running code across multiple computers. At its core, ROS provides a message-passing system, often called "middleware" or "plumbing," which manages communication between distributed nodes via an anonymous publish/subscribe pattern. This system is crucial for implementing new robot applications or any software system that interacts with hardware. ROS is a meta-operating system for robots, offering hardware abstraction, device drivers, libraries, visualizers, message-passing, package management, and more. It is licensed under an open source, BSD license.Starting Price: Free -
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MQTTRoute
Bevywise Networks
MQTT Broker built with passion to provide everything you need to deploy & scale your IoT application. REST API, dashboard and widgets, complete data store & more. A Quick snapshot of the IoT devices with client connection & disconnection and the most important data visualized with widgets on multiple dashboards. Alerts and coloured notations for the different value based triggers. Rules engine to transform MQTT Messages for effective M2M communication automation. Event & timer based rules to define & pattern match data and create actions. Secured publish and subscribe messaging model with two layer of security for device communication with SSL / TLS for the connectivity and device authentication with Username / password as an additional layer. Web security for data view. Broker High availability mode will provision multiple message broker in parallel to collect & publish messages from devices. This ensures 99.99% of data collection to be successful irrespective of any software.Starting Price: $299 one-time payment -
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Cloudera DataFlow
Cloudera
Cloudera DataFlow for the Public Cloud (CDF-PC) is a cloud-native universal data distribution service powered by Apache NiFi that lets developers connect to any data source anywhere with any structure, process it, and deliver to any destination. CDF-PC offers a flow-based low-code development paradigm that aligns best with how developers design, develop, and test data distribution pipelines. With over 400+ connectors and processors across the ecosystem of hybrid cloud services—including data lakes, lakehouses, cloud warehouses, and on-premises sources—CDF-PC provides indiscriminate data distribution. These data distribution flows can then be version-controlled into a catalog where operators can self-serve deployments to different runtimes.
