List of Amazon Kinesis Integrations
This is a list of platforms and tools that integrate with Amazon Kinesis. This list is updated as of April 2025.
-
1
StarTree
StarTree
Real-time analytics made easy: fast, scalable, reliable.StarTree Cloud functions as a fully-managed platform for real-time analytics, optimized for online analytical processing (OLAP) with exceptional speed and scalability tailored for user-facing applications. Leveraging the capabilities of Apache Pinot, it offers enterprise-level reliability along with advanced features such as tiered storage, scalable upserts, and a variety of additional indexes and connectors. The platform seamlessly integrates with transactional databases and event streaming technologies, enabling the ingestion of millions of events per second while indexing them for rapid query performance. Available on popular public clouds or for private SaaS deployment, StarTree Cloud caters to diverse organizational needs. Included within StarTree Cloud is the StarTree Data Manager, which facilitates the ingestion of data from both real-time sources—such as Amazon Kinesis, Apache Kafka, Apache Pulsar, or Redpanda—and batch data sources like Snowflake, Delta Lake, Google BigQuery, or object storage solutions like Amazon S3, Apache Flink, Apache Hadoop, and Apache Spark. Moreover, the system is enhanced by StarTree ThirdEye, an anomaly detection feature that monitors vital business metrics, sends alerts, and supports real-time root-cause analysis, ensuring that organizations can respond swiftly to any emerging issues. This comprehensive suite of tools not only streamlines data management but also empowers organizations to maintain optimal performance and make informed decisions based on their analytics. -
2
OpenDQ
Infosolve Technologies, Inc
Transform your data management with powerful, no-cost solutions.OpenDQ offers an enterprise solution for data quality, master data management, and governance at no cost. Its modular architecture allows it to adapt and expand according to the specific needs of your organization's data management strategies. By leveraging a framework powered by machine learning and artificial intelligence, OpenDQ ensures the reliability of your data. The platform encompasses a wide range of features, including: - Thorough Data Quality Assurance - Advanced Matching Capabilities - In-depth Data Profiling - Standardization for Data and Addresses - Master Data Management Solutions - A Comprehensive 360-Degree View of Customer Information - Robust Data Governance - An Extensive Business Glossary - Effective Meta Data Management This makes OpenDQ a versatile choice for enterprises striving to enhance their data handling processes. -
3
Amazon Web Services (AWS)
Amazon
Empower your innovation with unparalleled cloud resources and services.For those seeking computing power, data storage, content distribution, or other functionalities, AWS offers the essential resources to develop sophisticated applications with improved adaptability, scalability, and reliability. As the largest and most prevalent cloud platform globally, Amazon Web Services (AWS) features over 175 comprehensive services distributed across numerous data centers worldwide. A wide array of users, from swiftly evolving startups to major enterprises and influential governmental organizations, utilize AWS to lower costs, boost efficiency, and speed up their innovative processes. With a more extensive selection of services and features than any other cloud provider—ranging from fundamental infrastructure like computing, storage, and databases to innovative technologies such as machine learning, artificial intelligence, data lakes, analytics, and the Internet of Things—AWS simplifies the transition of existing applications to the cloud. This vast range of offerings not only enables businesses to harness the full potential of cloud technologies but also fosters optimized workflows and heightened competitiveness in their industries. Ultimately, AWS empowers organizations to stay ahead in a rapidly evolving digital landscape. -
4
AWS IoT
Amazon
Seamlessly connect, analyze, and secure your IoT ecosystem.Devices are found in abundance across various environments, including homes, factories, oil wells, hospitals, and vehicles. As the proliferation of these devices accelerates, the necessity for robust solutions to connect, collect, store, and analyze the data they produce grows increasingly urgent. AWS offers a wide-ranging portfolio of IoT services that integrates seamlessly from the edge of the network to the cloud. One distinguishing feature of AWS IoT is its exceptional capacity to merge data management with sophisticated analytics, providing user-friendly services designed to navigate the intricacies of IoT data. The platform boasts an extensive array of security features, including proactive strategies like encryption and access control for device data, along with ongoing monitoring and auditing services. In addition to this, AWS is leading the charge in fusing artificial intelligence with IoT technology, significantly augmenting device intelligence. Users benefit from the ability to create models in the cloud, which can be deployed to devices, resulting in performance that is twice that of other solutions available in the market. Furthermore, the platform allows users to effortlessly generate digital twins of physical systems, which streamlines management and enhances operational efficiency. The capability to conduct analytics on vast volumes of IoT data without needing a separate analytics infrastructure not only improves functionality but also makes AWS IoT solutions highly attractive. Consequently, managing IoT ecosystems has never been easier or more efficient than it is with AWS's innovative offerings. This comprehensive approach positions AWS as a frontrunner in the IoT landscape, catering to the evolving needs of modern enterprises. -
5
Syncari
Syncari
Revolutionize data management with seamless synchronization and unification.Syncari ADM boasts several key features that enhance data management, including ongoing unification and data quality assurance. It offers a programmable Master Data Management (MDM) system with extensibility options, along with a patented multi-directional synchronization capability. The platform incorporates an integrated data fabric architecture, which supports a dynamic data model and ensures 360° dataset readiness. Moreover, it leverages advanced automation driven by AI and machine learning technologies. Syncari also treats datasets and metadata as data, utilizing virtual entities to streamline processes. Overall, Syncari’s comprehensive platform effectively synchronizes, unifies, governs, enriches, and provides seamless access to data throughout the organization, enabling consistent data quality and distribution while maintaining a scalable and robust infrastructure. This extensive set of features positions Syncari as a leading solution for modern data management challenges. -
6
PubNub
PubNub
Empower real-time interactions with unmatched scalability and flexibility.A Unified Platform for Instant Communication: An innovative solution designed for creating and managing real-time interactions across web, mobile, AI/ML, IoT, and edge computing applications. Streamlined and Accelerated Deployments: With SDK compatibility for over 50 environments including mobile, web, server, and IoT (supported by both PubNub and the community), alongside more than 65 ready-made integrations with various external and third-party APIs, the platform ensures you have access to essential features, irrespective of your programming language or technology stack. Unmatched Scalability: Recognized as the most scalable platform in the industry, it can effortlessly accommodate millions of simultaneous users, ensuring rapid expansion with minimal latency and high uptime, all without incurring financial penalties, making it a reliable choice for growing businesses. Furthermore, this platform is designed to evolve with your needs, supporting future advancements in technology seamlessly. -
7
SolarWinds AppOptics
SolarWinds
Seamless monitoring for optimized performance and strategic success.AppOptics™, developed by SolarWinds®, functions as a software-as-a-service (SaaS) tool designed for monitoring both infrastructure and applications across custom-built on-premises, hybrid, and cloud environments. By facilitating rapid detection of performance bottlenecks throughout the entire stack—from applications to the foundational infrastructure and even to the specific lines of code—AppOptics effectively minimizes mean time to recovery (MTTR). Created with user-friendliness in mind, IT professionals can easily set up and utilize the tool. Its robust features automatically pinpoint performance challenges, thereby removing uncertainty and significantly shortening the troubleshooting duration. Additionally, AppOptics enables organizations to harmonize their performance metrics and infrastructure goals with overarching business objectives, fostering a more integrated approach to operational success. Through this alignment, businesses can ensure that their technical capabilities directly support their strategic aims. -
8
Ably
Ably
Empowering businesses with seamless, reliable realtime connectivity solutions.Ably stands out as the leading platform for realtime experiences. With more WebSocket connections than any competing pub/sub service, we facilitate connections for over a billion devices each month. Companies rely on us for their essential applications, including chat, notifications, and broadcasts, ensuring that these services run reliably, securely, and at an impressive scale. Our commitment to excellence makes us the preferred choice for businesses seeking to enhance their realtime capabilities. -
9
Logit.io
Logit.io
Streamline logging and metrics for enhanced business insights.Logit.io is a centralized platform specializing in logging and metrics management, catering to a diverse clientele that includes FTSE 100 companies, Fortune 500 firms, and rapidly evolving businesses globally. This innovative platform offers a tailored solution leveraging technologies such as ELK, Grafana, and Open Distro, ensuring scalability, security, and compliance. By utilizing Logit.io, organizations can streamline their logging and metrics processes, empowering teams with valuable insights that enhance customer experience. Moreover, the intuitive design of Logit.io facilitates easier access to critical data, further positioning it as an essential tool for modern businesses. -
10
InfluxDB
InfluxData
Unlock insights effortlessly with powerful time series data management.InfluxDB is a specialized data platform crafted to manage all types of time series data, encompassing users, sensors, applications, and infrastructure, allowing for the seamless collection, storage, visualization, and transformation of insights into actionable strategies. It features a comprehensive library of over 250 open-source Telegraf plugins, simplifying the process of importing and monitoring data from a variety of systems. By empowering developers, InfluxDB facilitates the creation of innovative IoT, monitoring, and analytics applications and services. Its adaptable architecture can accommodate various implementations, whether in the cloud, at the edge, or on-premises. Moreover, its versatility, ease of access, and an array of supporting tools such as client libraries and APIs enable developers of all experience levels to swiftly create applications and services utilizing time series data. The platform is optimized for enhancing developer productivity and efficiency, allowing builders to concentrate on the essential features that add value to their internal projects and provide their applications with a competitive advantage. To assist newcomers, InfluxData provides complimentary training through InfluxDB University, ensuring that anyone can quickly acquire the skills needed to leverage this powerful platform effectively. -
11
Cribl Stream
Cribl
Transform data efficiently for smarter, cost-effective analytics.Cribl Stream enables the creation of an observability pipeline that facilitates the parsing and reformatting of data in real-time before incurring costs for analysis. This tool ensures that you receive the necessary data in your desired format and at the appropriate destination. It allows for the translation and structuring of data according to any required tooling schema, efficiently routing it to the suitable tools for various tasks or all necessary tools. Different teams can opt for distinct analytics platforms without needing to install additional forwarders or agents. A staggering 50% of log and metric data can go unutilized, encompassing issues like duplicate entries, null fields, and fields that lack analytical significance. With Cribl Stream, you can eliminate superfluous data streams, focusing solely on the information you need for analysis. Furthermore, it serves as an optimal solution for integrating diverse data formats into the trusted tools utilized for IT and Security purposes. The universal receiver feature of Cribl Stream allows for data collection from any machine source and facilitates scheduled batch collections from REST APIs, including Kinesis Firehose, Raw HTTP, and Microsoft Office 365 APIs, streamlining the data management process. Ultimately, this functionality empowers organizations to enhance their data analytics capabilities significantly. -
12
RudderStack
RudderStack
Effortlessly build intelligent pipelines for enriched customer insights.RudderStack serves as an intelligent solution for managing customer information flows. With it, you can effortlessly construct pipelines that integrate your complete customer data ecosystem. Furthermore, you can enhance these pipelines by sourcing data from your data warehouse, facilitating enriched interactions within customer tools for identity stitching and various other sophisticated applications. Begin developing more intelligent customer data pipelines now to maximize your insights. -
13
Martini
TORO Cloud
Transform integration challenges into streamlined solutions with ease.Join the growing community of integration professionals who are harnessing the power of Martini™ for expedited integration solutions. Gloop simplifies the cumbersome aspects of creating services for application and data integration, API development, and data management, leading to a notable decrease in workload. It efficiently addresses a variety of critical development tasks, such as data mapping and transformation, iterating through arrays, implementing conditional logic like if-else and switch-case, invoking external code, executing jobs in parallel, and many other functionalities. Moreover, Flux functions as Martini’s event-driven workflow engine, expertly orchestrating asynchronous workflows and triggering events within Gloop microservices. With Flux, you have the flexibility to execute Gloop microservices either in sequence, allowing outputs to flow from one to another, or in parallel, while it diligently monitors the status of each execution. Creating Flux workflows is a seamless process, enabling users to visually design them by dragging states onto a canvas and selecting which Gloop microservices will run at each state invocation, promoting an intuitive user experience. This cutting-edge methodology not only boosts productivity but also fosters enhanced collaboration among integration specialists, creating a vibrant ecosystem of shared knowledge and tools. As such, integrating Martini™ and Gloop can transform your approach to service development and streamline your operational processes. -
14
Observe
Observe
Unlock seamless insights and optimize performance across applications.Application Performance Management Achieve a thorough understanding of your application's health and performance metrics. Identify and address performance challenges seamlessly across the entire stack without the drawbacks of sampling or any blind spots. Log Analytics Effortlessly search and interpret event data spanning your applications, infrastructure, security, or business aspects without the hassle of indexing, data tiers, retention policies, or associated costs, ensuring all log data remains readily accessible. Infrastructure Monitoring Collect and analyze metrics throughout your infrastructure—whether it be cloud, Kubernetes, serverless environments, or through over 400 pre-built integrations. Gain insights into the entire stack and troubleshoot performance issues in real-time for optimal efficiency. O11y AI Accelerate incident investigation and resolution with O11y Investigator, utilize natural language to delve into observability data through O11y Copilot, effortlessly create Regular Expressions with O11y Regex, and get accurate information with O11y GPT, enhancing your operational effectiveness. Observe for Snowflake Gain extensive observability into Snowflake workloads, allowing you to fine-tune performance and resource usage while ensuring secure and compliant operations. With these tools, your organization can achieve a higher level of operational excellence. -
15
Edge Delta
Edge Delta
Revolutionize observability with real-time data processing solutions!Edge Delta introduces a groundbreaking approach to observability, being the sole provider that processes data at the moment of creation, allowing DevOps, platform engineers, and SRE teams the flexibility to direct it wherever needed. This innovative method empowers clients to stabilize observability expenses, uncover the most valuable insights, and customize their data as required. A key feature that sets us apart is our distributed architecture, which uniquely enables data processing to occur at the infrastructure level, allowing users to manage their logs and metrics instantaneously at the source. This comprehensive data processing encompasses: * Shaping, enriching, and filtering data * Developing log analytics * Refining metrics libraries for optimal data utility * Identifying anomalies and activating alerts Our distributed strategy is complemented by a column-oriented backend, facilitating the storage and analysis of vast data quantities without compromising on performance or increasing costs. By adopting Edge Delta, clients not only achieve lower observability expenses without losing sight of key metrics but also gain the ability to generate insights and initiate alerts before the data exits their systems. This capability allows organizations to enhance their operational efficiency and responsiveness to issues as they arise. -
16
RisingWave
RisingWave
Transform your data processing with powerful streaming SQL solutions.RisingWave is a distributed SQL streaming database that operates as open-source software under the Apache 2.0 license. It is compatible with PostgreSQL and enables users to handle streaming data through the use of standard SQL queries. Built with Rust and featuring a cloud-native design, RisingWave offers performance and cost efficiency that surpasses traditional stream processing systems by a factor of ten. Additionally, users have the option to utilize RisingWave Cloud, a fully managed cloud service that simplifies the processing of streaming data and facilitates seamless execution of analytical queries. This combination of capabilities makes RisingWave an appealing choice for organizations looking to enhance their data processing strategies. -
17
PubSub+ Platform
Solace
Empowering seamless data exchange with reliable, innovative solutions.Solace specializes in Event-Driven Architecture (EDA) and boasts two decades of expertise in delivering highly dependable, robust, and scalable data transfer solutions that utilize the publish & subscribe (pub/sub) model. Their technology facilitates the instantaneous data exchange that underpins many daily conveniences, such as prompt loyalty rewards from credit cards, weather updates on mobile devices, real-time tracking of aircraft on the ground and in flight, as well as timely inventory notifications for popular retail stores and grocery chains. Additionally, the technology developed by Solace is instrumental for numerous leading stock exchanges and betting platforms worldwide. Beyond their reliable technology, exceptional customer service is a significant factor that attracts clients to Solace and fosters long-lasting relationships. The combination of innovative solutions and dedicated support ensures that customers not only choose Solace but also continue to rely on their services over time. -
18
Sprinkle
Sprinkle Data
Empower your business with agile, user-friendly data insights.In the rapidly evolving landscape of modern business, companies are required to swiftly adapt to the ever-changing preferences and demands of their clientele. To address this need, Sprinkle offers an agile analytics platform that effortlessly manages these expectations. Our founding mission was to streamline the data analytics process for organizations, removing the complexities associated with integrating data from various sources, adjusting to evolving schemas, and overseeing intricate pipelines. We have crafted an intuitive platform that enables individuals at all organizational levels to explore and analyze data without needing specialized technical skills. Leveraging our broad experience in data analytics and partnerships with industry giants like Flipkart, Inmobi, and Yahoo, we recognize the crucial role that skilled teams of data scientists, business analysts, and engineers play in producing valuable insights and reports. Despite this, many organizations struggle with straightforward self-service reporting and effective data exploration. By identifying this challenge, we developed a solution that allows businesses of all sizes to effectively leverage their data, ensuring they maintain a competitive edge in a data-centric environment. Ultimately, our platform is designed to empower organizations to make informed decisions driven by real-time insights, fostering a culture of data-driven decision-making across the board. This approach not only enhances operational efficiency but also drives innovation and growth within the organization. -
19
Mackerel
Hatena
Transform your server monitoring with innovative, customizable solutions.We are excited to present the server monitoring solution we've always envisioned, featuring precisely calibrated graphs, a role-based access system, and fully customizable alerts that integrate smoothly with autoscaling and other advanced functions. This innovative platform represents a significant leap forward in DevOps, while also enhancing the core principles of Infrastructure as Code. With its intuitive design and robust API, creating a highly automated infrastructure and achieving comprehensive monitoring is now entirely feasible. You can finally eliminate the tedious tasks that often pull your attention away from your primary goal of delivering outstanding services. Mackerel is equipped with all the necessary tools to efficiently optimize your resources, allowing you to concentrate on what really matters in your development process. Furthermore, with its unwavering dedication to innovation, Mackerel establishes a new benchmark for excellence in server monitoring, ensuring that teams can achieve their full potential. In this rapidly evolving tech landscape, having a reliable monitoring solution like Mackerel is essential for staying ahead of the curve. -
20
MongoDB Atlas
MongoDB
Unmatched cloud database solution, ensuring security and scalability.MongoDB Atlas is recognized as a premier cloud database solution, delivering unmatched data distribution and fluidity across leading platforms such as AWS, Azure, and Google Cloud. Its integrated automation capabilities improve resource management and optimize workloads, establishing it as the preferred option for contemporary application deployment. Being a fully managed service, it guarantees top-tier automation while following best practices that promote high availability, scalability, and adherence to strict data security and privacy standards. Additionally, MongoDB Atlas equips users with strong security measures customized to their data needs, facilitating the incorporation of enterprise-level features that complement existing security protocols and compliance requirements. With its preconfigured systems for authentication, authorization, and encryption, users can be confident that their data is secure and safeguarded at all times. Moreover, MongoDB Atlas not only streamlines the processes of deployment and scaling in the cloud but also reinforces your data with extensive security features that are designed to evolve with changing demands. By choosing MongoDB Atlas, businesses can leverage a robust, flexible database solution that meets both operational efficiency and security needs. -
21
Kapacitor
InfluxData
Transform your data into action with powerful automation.Kapacitor acts as a specialized data processing engine tailored for InfluxDB 1.x and plays a crucial role in the InfluxDB 2.0 architecture. This robust tool is adept at managing both real-time stream data and batch processing, delivering immediate responses through its distinctive programming language known as TICKscript. In today's technological landscape, simply relying on dashboards and operator alerts falls short; there is an increasing demand for automation and capabilities that trigger actions automatically. Utilizing a publish-subscribe model for its alerting mechanism, Kapacitor publishes alerts to designated topics, with handlers subscribing to these topics to receive the latest updates. This adaptable pub/sub framework, coupled with the capacity to run User Defined Functions, positions Kapacitor as a central control hub within various systems, capable of performing tasks such as auto-scaling, inventory management, and orchestrating IoT devices. Furthermore, the intuitive plugin architecture of Kapacitor facilitates easy integration with numerous anomaly detection tools, thereby amplifying its utility and effectiveness in the realm of data processing. Ultimately, Kapacitor's comprehensive functionality ensures that users can implement sophisticated data-driven operations with ease. -
22
Fleet
Fleet Device Management
Streamline device management, enhance security, and boost efficiency.Explore the diverse range of servers and laptops present within your network, taking into account all operating systems and geographical locations. Efficiently monitor and classify your registered devices to maintain organization. Prioritize key pieces of information and target specific areas as necessary for deeper insights. Collect and share crucial findings with operational teams, security staff, help desk personnel, and other relevant parties. The Fleet platform operates as a self-hosted and self-managed solution, making it suitable for deployment in your own data centers or within cloud environments. Leverage fleetctl to develop scripts and set up scheduled queries that support the integration of alerts and dashboards across your organization, significantly boosting overall efficiency and responsiveness. This robust platform not only allows you to keep a detailed overview of your hardware assets but also ensures their security status is monitored effectively. Ultimately, adopting this system can lead to improved operational oversight and a fortified security posture. -
23
Causal
Causal
Revolutionize your analytics with effortless modeling and visualization.Develop models at a pace ten times faster, connect them directly to your data sources, and present insights via interactive dashboards featuring impressive visuals. Causal simplifies formulas, removing the necessity for intricate cell references or obscure syntax, as a single formula in Causal can substitute for many traditional spreadsheet formulas. The integrated scenario feature allows you to easily set up and examine various what-if scenarios, employing ranges like "5 to 10" to understand the full array of possible outcomes for your model. Startups utilize Causal for essential functions, such as determining runway, tracking key performance indicators, planning employee compensation, and creating financial models that attract investors. Craft visually appealing charts and tables without the burden of extensive customization efforts. Furthermore, you can effortlessly switch between different time frames and summary formats to meet your analytical requirements. By harnessing the potential of your data, you can revolutionize how you visualize your business metrics and dive deeper into the analytics that drive your success. This newfound clarity enables you to make informed decisions that propel your business forward. -
24
Materialize
Materialize
Transform data streams effortlessly with familiar SQL simplicity.Materialize is a cutting-edge reactive database that facilitates the incremental updating of views, making it easier for developers to engage with streaming data using familiar SQL syntax. This platform stands out due to its capability to directly interface with various external data sources without necessitating extensive pre-processing steps. Users can connect to live streaming sources like Kafka and Postgres databases, as well as utilize change data capture (CDC) mechanisms, while also having the option to access historical data from files or S3 storage. Materialize allows for the execution of queries, the performance of joins, and the transformation of diverse data sources through standard SQL, resulting in dynamically updated Materialized views. As new data flows in, queries remain active and are consistently refreshed, empowering developers to easily create real-time applications or data visualizations. Additionally, the process of building applications that leverage streaming data is simplified, often requiring minimal SQL code, which greatly boosts development efficiency. Ultimately, with Materialize, developers can dedicate their efforts to crafting innovative solutions instead of getting overwhelmed by intricate data management challenges, thus unlocking new possibilities in data-driven projects. -
25
Ascend
Ascend
Transform your data processes with unprecedented speed and efficiency.Ascend delivers a highly efficient and automated platform tailored for data teams, streamlining the processes of ingesting, transforming, and orchestrating their entire data engineering and analytics operations, achieving speeds that can be up to ten times quicker than before. By removing the bottlenecks faced by teams, Ascend empowers them to surmount obstacles and proficiently construct, manage, and optimize the increasingly complex data workloads they encounter. With the aid of DataAware intelligence, Ascend works tirelessly in the background to maintain data integrity while enhancing workloads, potentially reducing maintenance time by up to 90%. Users can easily design, fine-tune, and implement data transformations via Ascend’s adaptable flex-code interface, which allows for interchangeable use of SQL, Python, Java, and Scala. Furthermore, vital insights—including data lineage, profiles, job and user logs, system health, and key workload metrics—are readily available to users in a single, user-friendly dashboard. Ascend also features seamless connectivity to a growing selection of widely-used data sources through its Flex-Code data connectors, ensuring smoother integration experiences. This all-encompassing strategy not only enhances how teams utilize their data but also cultivates a dynamic and innovative culture within their analytics methodologies. Ultimately, Ascend positions teams to respond more adeptly to the evolving demands of their data-centric environments. -
26
AWS App Mesh
Amazon Web Services
Streamline service communication, enhance visibility, and innovate effortlessly.AWS App Mesh is a sophisticated service mesh that improves application-level networking, facilitating smooth communication between your services across various computing environments. This platform not only enhances visibility into your applications but also guarantees their high availability. In the modern software ecosystem, applications frequently comprise numerous services, which can be deployed on different compute platforms such as Amazon EC2, Amazon ECS, Amazon EKS, and AWS Fargate. As the number of services within an application grows, pinpointing the origins of errors becomes increasingly difficult, alongside the need to reroute traffic following errors and safely manage code updates. Historically, developers were required to embed monitoring and control features directly within their code, which meant redeploying services each time modifications were necessary. However, App Mesh alleviates these challenges significantly, leading to a more efficient method of overseeing service interactions and implementing updates. Consequently, developers can focus on innovation rather than being bogged down by the complexities of service management. -
27
Yandex Data Streams
Yandex
Streamline data interchange for reliable, scalable microservice solutions.Enables efficient data interchange among various elements within microservice frameworks. When employed as a communication strategy for microservices, it not only simplifies integration processes but also boosts both reliability and scalability. This system facilitates almost instantaneous data reading and writing while allowing users to adjust data throughput and retention periods based on unique requirements. Users have the ability to meticulously tailor resources for processing data streams, which can range from small streams of 100 KB/s to larger ones reaching 100 MB/s. Moreover, Yandex Data Transfer supports the distribution of a single stream to multiple destinations, each with its own retention policies. The architecture guarantees that data is automatically replicated across numerous geographically diverse availability zones, providing both redundancy and easy access. After the setup phase, users can centrally manage data streams via the management console or API, ensuring streamlined oversight. The platform also accommodates ongoing data collection from a wide range of sources, such as browsing histories and application logs, which makes it an adaptable solution for real-time analytics. In summary, Yandex Data Streams excels in its ability to meet diverse data ingestion requirements across a variety of platforms, making it an essential tool for modern data-driven applications. Additionally, its capacity for real-time processing and seamless integration further solidifies its position as a leader in the field of data management solutions. -
28
Hydrolix
Hydrolix
Unlock data potential with flexible, cost-effective streaming solutions.Hydrolix acts as a sophisticated streaming data lake, combining separated storage, indexed search, and stream processing to facilitate swift query performance at a scale of terabytes while significantly reducing costs. Financial officers are particularly pleased with a substantial 4x reduction in data retention costs, while product teams enjoy having quadruple the data available for their needs. It’s simple to activate resources when required and scale down to nothing when they are not in use, ensuring flexibility. Moreover, you can fine-tune resource usage and performance to match each specific workload, leading to improved cost management. Envision the advantages for your initiatives when financial limitations no longer restrict your access to data. You can intake, enhance, and convert log data from various sources like Kafka, Kinesis, and HTTP, guaranteeing that you extract only essential information, irrespective of the data size. This strategy not only reduces latency and expenses but also eradicates timeouts and ineffective queries. With storage functioning independently from the processes of ingestion and querying, each component can scale independently to meet both performance and budgetary objectives. Additionally, Hydrolix's high-density compression (HDX) often compresses 1TB of data down to an impressive 55GB, optimizing storage usage. By utilizing these advanced features, organizations can fully unlock their data's potential without being hindered by financial limitations, paving the way for innovative solutions and insights that drive success. -
29
GlassFlow
GlassFlow
Empower your data workflows with seamless, serverless solutions.GlassFlow represents a cutting-edge, serverless solution designed for crafting event-driven data pipelines, particularly suited for Python developers. It empowers users to construct real-time data workflows without the burdens typically associated with conventional infrastructure platforms like Kafka or Flink. By simply writing Python functions for data transformations, developers can let GlassFlow manage the underlying infrastructure, which offers advantages such as automatic scaling, low latency, and effective data retention. The platform effortlessly connects with various data sources and destinations, including Google Pub/Sub, AWS Kinesis, and OpenAI, through its Python SDK and managed connectors. Featuring a low-code interface, it enables users to quickly establish and deploy their data pipelines within minutes. Moreover, GlassFlow is equipped with capabilities like serverless function execution, real-time API connections, alongside alerting and reprocessing functionalities. This suite of features positions GlassFlow as a premier option for Python developers seeking to optimize the creation and oversight of event-driven data pipelines, significantly boosting their productivity and operational efficiency. As the dynamics of data management continue to transform, GlassFlow stands out as an essential instrument in facilitating smoother data processing workflows, thereby catering to the evolving needs of modern developers. -
30
Amazon Data Firehose
Amazon
Streamline your data transformation with effortless real-time delivery.Easily capture, transform, and load live streaming data with minimal effort through straightforward steps. Begin by setting up a delivery stream, choosing your preferred destination, and you’ll be ready to stream data in real-time almost instantly. The system intelligently provisions and modifies compute, memory, and network resources without requiring constant oversight. You can convert raw streaming data into various formats like Apache Parquet while seamlessly partitioning the data in real-time, all without the need to develop your own processing frameworks. Amazon Data Firehose is recognized as the easiest option for quickly acquiring, transforming, and delivering data streams to data lakes, warehouses, and analytical platforms. To start using Amazon Data Firehose, you must create a stream that comprises a source, destination, and any required transformations. The service continuously oversees the data stream, automatically adjusting to fluctuations in data volume and ensuring almost instantaneous delivery. You have the flexibility to select a source for your data stream or take advantage of the Firehose Direct PUT API for direct data input. This efficient approach not only simplifies the process but also enhances performance when managing large data volumes, making it an invaluable tool for any data-driven operation. Furthermore, its ability to handle various data types ensures that users can adapt to diverse analytics needs. -
31
5X
5X
Transform your data management with seamless integration and security.5X is an all-in-one data platform that provides users with powerful tools for centralizing, cleansing, modeling, and effectively analyzing their data. The platform is designed to enhance data management processes by allowing seamless integration with over 500 data sources, ensuring efficient data flow across all systems through both pre-built and custom connectors. Covering ingestion, warehousing, modeling, orchestration, and business intelligence, 5X boasts an intuitive interface that simplifies intricate tasks. It supports various data movements from SaaS applications, databases, ERPs, and files, securely and automatically transferring data to data warehouses and lakes. With its robust enterprise-grade security features, 5X encrypts data at the source while also identifying personally identifiable information and implementing column-level encryption for added protection. Aimed at reducing the total cost of ownership by 30% when compared to custom-built solutions, the platform significantly enhances productivity by offering a unified interface for creating end-to-end data pipelines. Moreover, 5X empowers organizations to prioritize insights over the complexities of data management, effectively nurturing a data-centric culture within enterprises. This emphasis on efficiency and security allows teams to allocate more time to strategic decision-making rather than getting bogged down in technical challenges. -
32
Protegrity
Protegrity
Empower your business with secure, intelligent data protection solutions.Our platform empowers businesses to harness data for advanced analytics, machine learning, and AI, all while ensuring that customers, employees, and intellectual property remain secure. The Protegrity Data Protection Platform goes beyond mere data protection; it also identifies and classifies data while safeguarding it. To effectively protect data, one must first be aware of its existence. The platform initiates this process by categorizing data, enabling users to classify the types most frequently found in the public domain. After these classifications are set, machine learning algorithms come into play to locate the relevant data types. By integrating classification and discovery, the platform effectively pinpoints the data that requires protection. It secures data across various operational systems critical to business functions and offers privacy solutions such as tokenization, encryption, and other privacy-enhancing methods. Furthermore, the platform ensures ongoing compliance with regulations, making it an invaluable asset for organizations aiming to maintain data integrity and security. -
33
BigID
BigID
Empower your data management with visibility, control, and compliance.With a focus on data visibility and control regarding security, compliance, privacy, and governance, BigID offers a comprehensive platform that features a robust data discovery system which effectively combines data classification and cataloging to identify personal, sensitive, and high-value data. Additionally, it provides a selection of modular applications designed to address specific challenges in privacy, security, and governance. Users can streamline the process through automated scans, discovery, classification, and workflows, enabling them to locate personally identifiable information (PII), sensitive data, and critical information within both unstructured and structured data environments, whether on-premises or in the cloud. By employing cutting-edge machine learning and data intelligence, BigID empowers organizations to enhance their management and protection of customer and sensitive data, ensuring compliance with data privacy regulations while offering exceptional coverage across all data repositories. This not only simplifies data management but also strengthens overall data governance strategies for enterprises navigating complex regulatory landscapes. -
34
Coralogix
Coralogix
Empowering teams with real-time insights and seamless analytics.Coralogix stands out as a leading stateful streaming platform, empowering engineering teams with immediate insights and the ability to analyze trends over time without depending on conventional storage or indexing methods. The platform allows for the seamless importation of data from various sources to effectively manage, monitor, and notify you about your applications. Coralogix intelligently distills vast amounts of events down to recognizable patterns, facilitating quicker troubleshooting and enhanced understanding. Its machine learning algorithms continuously observe data flows and patterns across system components, generating dynamic alerts when anomalies arise, eliminating the need for rigid thresholds or prior configurations. You can connect any data type and access insights from diverse interfaces, including its custom UI, Kibana, Grafana, as well as standard SQL clients and Tableau. Additionally, the provision of a command-line interface (CLI) and comprehensive API support enhances usability. Coralogix has also met the necessary privacy and security standards established by BDO, achieving certifications such as SOC 2, PCI, and GDPR compliance, ensuring a trustworthy environment for users. With its advanced capabilities, Coralogix positions itself as an invaluable tool for modern engineering teams striving for operational excellence. -
35
MetaRouter
MetaRouter
Streamline your data management and enhance marketing flexibility!MetaRouter collects user interactions from applications or websites and directs them to various third-party tools. Additionally, it consolidates data into a single location for efficient storage and analysis. With just one snippet (utilizing analytics.js), marketers can easily manage the addition or removal of tools via a user-friendly interface, following the initial setup for event tracking. This streamlined process enhances data management and allows for greater flexibility in marketing strategies. -
36
SQLstream
Guavus, a Thales company
Transform data into action with unparalleled speed and efficiency.In the realm of IoT stream processing and analytics, SQLstream has been recognized as the leading solution by ABI Research. Our technology, utilized by major corporations such as Verizon, Walmart, Cisco, and Amazon, facilitates applications across various environments, including on-premises, cloud, and edge computing. SQLstream's capabilities allow for the generation of urgent alerts, dynamic dashboards, and immediate responses with latency measured in sub-milliseconds. This enables smart cities to efficiently redirect emergency services and optimize traffic signal operations based on current conditions. Additionally, security frameworks can swiftly identify and neutralize cyber threats, ensuring safety and integrity. Furthermore, AI and machine learning models, developed using streaming sensor inputs, are capable of forecasting potential equipment malfunctions. Due to SQLstream's remarkable speed — accommodating up to 13 million rows per second for each CPU core — organizations have significantly minimized their operational costs and physical infrastructure. Our advanced in-memory processing fosters capabilities at the edge that would typically be unfeasible. Users can acquire, prepare, analyze, and take action on data across various formats and sources seamlessly. With StreamLab, our user-friendly, low-code development environment, creating data pipelines becomes a task that can be accomplished in minutes rather than months. Instant script editing and real-time result visualization without the need for compilation streamline the development process further. Deployment is made easier with robust support for Kubernetes, simplifying integration into existing workflows. The installation process is user-friendly and compatible with a variety of platforms, including Docker, AWS, Azure, Linux, VMWare, and others, ensuring flexibility for diverse operational needs. -
37
Logstash
Elasticsearch
Effortlessly centralize, transform, and store your data.Streamline the centralization, transformation, and storage of your data with ease. Logstash acts as a free and open-source server-side data processing pipeline, adept at ingesting data from a multitude of sources, transforming it, and routing it to your chosen storage solution. This tool proficiently manages the entire process of data ingestion, transformation, and delivery, accommodating a wide array of formats and complexities. With the use of grok, you can extract structured information from unstructured data, decipher geographic coordinates from IP addresses, and protect sensitive information by either anonymizing or omitting certain fields, thus facilitating simpler data processing. Data often resides in disparate systems and formats, leading to silos that impede effective analysis. Logstash supports numerous input types, allowing for the concurrent collection of events from various common and diverse sources. It enables the effortless gathering of data from logs, metrics, web applications, data repositories, and an assortment of AWS services, all in a continuous streaming fashion. With its powerful features, Logstash equips organizations to effectively consolidate their data landscape, enhancing both accessibility and usability. You can explore more about Logstash and download it from this link: https://sourceforge.net/projects/logstash.mirror/. -
38
CopperEgg
CopperEgg
Proactive monitoring solutions for optimized cloud performance management.CopperEgg provides essential monitoring solutions that help you identify and resolve issues within your cloud infrastructure, covering aspects from user experience to database efficiency. Understanding the complexities of contemporary IT systems, we offer both pre-configured and adjustable dashboards, alerts, and management reports designed to fit your unique environment. The CopperEgg Apdex rating consolidates multiple performance metrics and benchmarks them against historical data, offering color-coded health indicators—red, yellow, and green—to signify performance levels. When there's an unexpected spike in your server's performance, the Apdex rating acts as a straightforward warning that something might be wrong. This rating is based on an algorithm that assesses critical health metrics such as response time, CPU load, disk I/O, memory usage, and more, comparing them to established baseline trends. Furthermore, utilizing such a robust monitoring framework empowers organizations to make data-driven decisions, ultimately improving their operational effectiveness and responsiveness to potential issues. By integrating these tools, companies can proactively manage their cloud resources and enhance system reliability. -
39
Cyral
Cyral
Enhance security and visibility for your data ecosystem.Ensure clear visibility and the implementation of policies across every data endpoint in your system with this tailored solution designed to enhance your infrastructure-as-code workflows and orchestration. It is equipped to dynamically adapt to your workloads while ensuring response times remain below a millisecond. The solution integrates seamlessly with your current tools, requiring no adjustments to your applications. By establishing intricate data access policies and adopting a Zero Trust framework for the data cloud, you can significantly bolster your cloud security. This proactive approach helps protect your organization from potential data breaches, thereby fostering customer trust and delivering peace of mind. Addressing the unique challenges related to performance, deployment, and availability in the data cloud, Cyral offers a holistic perspective of your data ecosystem. The lightweight, stateless sidecar provided by Cyral functions as an interception service that grants real-time visibility into all activities occurring within the data cloud while ensuring stringent access controls. Its outstanding performance and scalability enable efficient interception, effectively thwarting threats and unauthorized access to your data that might otherwise go unnoticed. As the digital landscape continues to change rapidly, implementing such rigorous security measures is essential to uphold the integrity and confidentiality of your organization’s data. By prioritizing these strategies, businesses can navigate the complexities of data security with greater confidence and resilience. -
40
Lumigo
Lumigo
Streamline performance monitoring with effortless debugging and tracing.Lumigo offers robust features for monitoring, debugging, and enhancing performance. By automating distributed tracing and providing a visual representation of every transaction, Lumigo enables users to track transaction flows and pinpoint related issues across different services. Users can effortlessly observe the input and output for each service, including those from third-party sources. The platform allows for detailed examination of the stack trace, showing parameters and values on a line-by-line basis. Additionally, users can access the payload for HTTP and API calls without necessitating any code modifications. Lumigo's Correlation Engine streamlines the process by filtering out irrelevant logs and showcasing only the pertinent debugging information and details tied to transactions. All metrics, logs, and trace data can be conveniently accessed in a single location. You can begin your analysis with a lead and then drill down to find the specific information you need. The search functionality goes beyond just logs, allowing for a more comprehensive data exploration. With a one-click integration into your AWS account, Lumigo makes distributed tracing fully automated and requires no code alterations. Moreover, the use of AWS Lambda Layers ensures a smooth and efficient integration experience. Together, these features make Lumigo a valuable tool for those seeking to optimize their application performance effectively. -
41
Mozart Data
Mozart Data
Transform your data management with effortless, powerful insights.Mozart Data serves as a comprehensive modern data platform designed for the seamless consolidation, organization, and analysis of your data. You can establish a contemporary data stack in just one hour, all without the need for engineering expertise. Begin leveraging your data more effectively and empower your decision-making processes with data-driven insights right away. Experience the transformation of your data management and analysis capabilities today. -
42
Amazon Quantum Ledger Database (QLDB)
Amazon
Experience transparent, secure, and efficient ledger management today!Amazon QLDB is a fully managed ledger database that provides a transparent, immutable, and cryptographically secure transaction log overseen by a central trusted authority. This service facilitates precise tracking of all data modifications within applications, ensuring a thorough and verifiable historical record of changes over time. Companies frequently use ledgers to document financial and economic transactions, creating a detailed account of their operational activities. Many organizations choose to develop applications that incorporate ledger-like functionalities to maintain an accurate history of their data, which may include tracking financial transactions, verifying data lineage for insurance purposes, or monitoring the flow of goods in a supply chain. By leveraging Amazon QLDB, businesses can circumvent the complex and resource-demanding task of building their own ledger systems, thus enhancing their operational efficiency and productivity. This innovation marks a notable progression for enterprises in search of dependable data management solutions, paving the way for greater transparency and accountability in record-keeping practices. Embracing such advanced technologies can significantly empower organizations to make informed decisions based on reliable data. -
43
Sclera
Sclera
Transform your network management with seamless, real-time oversight.Sclera is a powerful network monitoring solution designed for property owners, managers, vendors, and system integrators, offering affordable options to oversee countless devices from a distance. By tailoring its system to align with the specific infrastructure of a property, sclera creates a comprehensive network map. Users benefit from an interactive activity dashboard that facilitates the monitoring of devices across different networks, empowering them to pinpoint and address network problems efficiently. They receive immediate alerts for device malfunctions, sensor notifications, and detailed reports, enhancing their operational oversight. With a visually engaging network topology, identifying malfunctioning devices in real time becomes straightforward, promoting swift issue resolution. Sclera ensures optimal performance of connected devices through the integration of various sensors, including those from myDevices, Disruptive Technologies, and Datahoist, among others. The platform also features remote access capabilities that allow vendors to securely troubleshoot devices and networks globally using a range of network management tools. Supporting various protocols like SNMP, BACnet, and LoRaWAN, sclera stands out as a versatile solution that meets the diverse needs of modern network management. By facilitating seamless communication and device management, sclera enhances operational efficiency across properties and networks alike. -
44
EMnify
EMnify
Seamless global IoT connectivity with secure, reliable management.EMnify provides a comprehensive solution for IoT SIMs, enabling global and multi-technology network connectivity for devices in over 180 countries. Our service is designed with multiple layers of redundancy, guaranteeing high-quality connectivity and optimal network uptime. By incorporating EMnify into your cloud infrastructure, you can access real-time performance analytics on connectivity. Furthermore, EMnify CloudConnect ensures secure, end-to-end data transmission, negating the need for complicated VPN configurations. With our platform, you can seamlessly manage the SIM lifecycle, oversee network performance, regulate data consumption, and configure devices directly within your existing applications and business systems. Our powerful API streamlines these processes, allowing you to take control of your IoT connectivity. Central to our services is a strong commitment to secure and confidential data management, with rigorous measures implemented to protect sensitive information. Regular independent audits reinforce our dedication to maintaining the safety of your data and that of your customers, assuring reliability in an increasingly interconnected environment. This commitment not only builds trust but also enhances the overall user experience in managing IoT deployments. -
45
Teal
Teal
Seamless global connectivity without roaming fees, guaranteed security.Effortlessly connect to over 2,000 cellular networks in 195 countries using a single eSIM solution. Teal is committed to removing roaming fees and facilitating automatic connections to any global carrier for your devices. Our state-of-the-art eSIM technology empowers users to enhance their connectivity by evaluating crucial aspects like cost, coverage, and service quality. With our platform, device owners gain unparalleled authority over their network interactions. Furthermore, the security issues linked to phone numbers and SMS create major threats to IoT systems, and Teal’s advanced technology successfully mitigates these risks. In addition to offering personalized VPN solutions, our unique network is engineered to provide the highest level of security for connectivity available today. With Teal, IoT devices can seamlessly tap into over 2,000 home-equivalent networks across 195 nations, effectively resolving roaming obstacles permanently. Notably, our extensive range of operator partnerships distinguishes us as a preeminent force in the industry, ensuring that our users benefit from unrivaled connectivity options. As we continue to innovate, we remain focused on enhancing user experiences and expanding our influence in the global connectivity landscape. -
46
CorralData
CorralData
Effortless data integration and insights, no coding needed!CorralData is a comprehensive platform powered by AI that significantly simplifies the process of analyzing and integrating data from diverse sources. By utilizing CorralData, users can tap into an on-demand team of data professionals and cutting-edge AI technologies to achieve outstanding, data-driven outcomes with ease and affordability, all without the need for coding, SQL knowledge, or engineering expertise. If you aim to optimize your data sources, our platform offers over 450 pre-built data connectors that facilitate seamless dataset integration. Our exceptional support team, based in the U.S., is dedicated to assisting you throughout your journey. You can interact with your data using natural language AI queries, allowing you to quickly and securely access valuable insights. Alternatively, you may collaborate directly with our human data specialists to derive the information you require. The platform encompasses all essential tools to leverage data effectively for impactful results, bundled into a straightforward month-to-month subscription that includes impressive data visualization capabilities, integrated chat features, custom reporting, and direct access to human experts. Take advantage of a free demo or initiate a free trial to discover how effortlessly AI-enhanced data analysis can transform your decision-making process. Additionally, you will find that the user-friendly interface encourages a smooth transition into data-driven methodologies. -
47
Telmai
Telmai
Empower your data strategy with seamless, adaptable solutions.A strategy that employs low-code and no-code solutions significantly improves the management of data quality. This software-as-a-service (SaaS) approach delivers adaptability, affordability, effortless integration, and strong support features. It upholds high standards for encryption, identity management, role-based access control, data governance, and regulatory compliance. By leveraging cutting-edge machine learning algorithms, it detects anomalies in row-value data while being capable of adapting to the distinct needs of users' businesses and datasets. Users can easily add a variety of data sources, records, and attributes, ensuring the platform can handle unexpected surges in data volume. It supports both batch and streaming processing, guaranteeing continuous data monitoring that yields real-time alerts without compromising pipeline efficiency. The platform provides a seamless onboarding, integration, and investigation experience, making it user-friendly for data teams that want to proactively identify and examine anomalies as they surface. With a no-code onboarding process, users can quickly link their data sources and configure their alert preferences. Telmai intelligently responds to evolving data patterns, alerting users about any significant shifts, which helps them stay aware and ready for fluctuations in data. Furthermore, this adaptability not only streamlines operations but also empowers teams to enhance their overall data strategy effectively. -
48
ActionIQ
ActionIQ
Unify data, enhance experiences, foster lasting customer loyalty.The ActionIQ Customer Data Platform enables organizations to harmonize their teams, technologies, and processes, leading to exceptional customer experiences at every interaction. To differentiate between authentic CDP providers and those that are simply pretending, consult ActionIQ’s detailed guide, which streamlines the research process and clarifies the often confusing CDP landscape. As customer experience becomes increasingly critical, consumers expect brands to recognize them and to deliver relevant and meaningful interactions consistently. The ActionIQ CDP tackles the ongoing challenge of fragmented customer data within large enterprises, providing the insights needed to effectively manage experiences across all brand touchpoints. By establishing a unified omnichannel "smart hub" that consolidates data, teams are equipped with instant insights vital for achieving success. This comprehensive understanding of your customers ultimately facilitates the creation of reliable and rewarding experiences that resonate widely. Furthermore, such a strategic method not only boosts customer satisfaction but also cultivates enduring loyalty among clientele, ensuring long-term benefits for the organization. -
49
AirVantage
Sierra Wireless
Streamline IoT connectivity management for enhanced operational excellence.The AirVantage® IoT connectivity platform allows for comprehensive management of your global IoT connectivity projects from a single, centralized location. This platform provides a seamless user experience for managing cellular edge devices and subscriptions from Sierra Wireless as well as other compatible providers through an intuitive self-service portal, thereby optimizing logistics, lowering communication costs, and boosting the operational performance of your connected devices. Streamline your SIM card management with a multifunctional platform that offers essential tools for tracking your worldwide SIM inventory, monitoring usage, and managing the lifecycle of both Sierra Wireless and other legacy SIMs from your chosen operators. While entering the market swiftly is important, it becomes truly valuable when you can deliver an outstanding and uninterrupted experience to your customers. This underscores the necessity of predicting potential issues before they affect your users and addressing them swiftly. Arm your team with the industry’s most extensive suite of cellular device management tools to ensure uninterrupted service delivery and enhance customer satisfaction. By adopting this proactive strategy, you not only reduce downtime but also significantly increase the overall dependability of your IoT solutions, fostering long-term trust with your clients. Moreover, an emphasis on predictive maintenance can lead to innovative advancements in service offerings. -
50
Vendia
Vendia
Effortless data sharing for seamless cross-cloud collaboration.Vendia is a Software as a Service (SaaS) solution that enables effortless sharing of code and data across multiple clouds, regions, and technology stacks for businesses and organizations. By promoting effective collaboration among enterprises, Vendia simplifies the sharing process among different companies, accounts, and environments. Its cutting-edge architecture features a distributed data model that guarantees accessibility wherever necessary, enhanced by a serverless design that facilitates easy scaling. Vendia allows organizations to create a holistic understanding of their data, which is especially beneficial for monitoring and tracing items throughout the supply chain. This data often involves various stakeholders, including suppliers, logistics providers, and partners, which may range from different legal entities to distinct divisions within a single organization. Moreover, it supports situations where departments prefer different cloud services, such as one using AWS while another chooses Azure, showcasing its flexibility. This impressive versatility and adaptability position Vendia as an essential tool for contemporary enterprises tackling intricate data-sharing obstacles. Furthermore, as businesses continue to expand globally, the need for such robust solutions becomes increasingly critical.