Compare Amazon Managed Service for Apache Flink vs. Materialize

StarTree Cloud is a fully-managed real-time analytics platform designed for OLAP at massive speed and scale for user-facing applications. Powered by Apache Pinot, StarTree Cloud provides enterprise-grade reliability and advanced capabilities such as tiered storage, scalable upserts, plus additional indexes and connectors. It integrates seamlessly with transactional databases and event streaming platforms, ingesting data at millions of events per second and indexing it for lightning-fast query responses. StarTree Cloud is available on your favorite public cloud or for private SaaS deployment. StarTree Cloud includes StarTree Data Manager, which allows you to ingest data from both real-time sources such as Amazon Kinesis, Apache Kafka, Apache Pulsar, or Redpanda, as well as batch data sources such as data warehouses like Snowflake, Delta Lake or Google BigQuery, or object stores like Amazon S3, Apache Flink, Apache Hadoop, or Apache Spark. StarTree ThirdEye is an add-on anomaly detection system running on top of StarTree Cloud that observes your business-critical metrics, alerting you and allowing you to perform root-cause analysis — all in real-time.

SureSync is a file replication and synchronization application that provides one-way and multi-way processing in both scheduled and real-time modes. Processing can be performed via UNC path, FTP, or with our Communications Agent. Features of the Agent include real-time monitors, delta copies, TCP transfers, compression, and encryption. The agent must be installed on a Windows machine. File Locking enables real-time collaboration and is available in SureSync Managed File Transfer (MFT). With file locking a file opened by a user in one office will be read-only for users in other offices until changes have been saved and synchronized. MFT also includes archiving to create versioned file backups, enhanced cloud support and more. SQL Protection simplifies backups of critical SQL databases.

Ant Media provides ready-to-use, highly scalable real-time video streaming solutions for live video streaming needs. Based on customer requirements and preferences, it enables a live video streaming solution to be deployed easily and quickly on-premises or on public cloud networks such as AWS, Azure, GCP and Oracle Cloud. Ant Media’s well-known product, called Ant Media Server, is a video streaming platform and technology enabler, providing highly scalable, Ultra-Low Latency (WebRTC) and Low Latency (CMAF & HLS) video streaming solutions supported with operational management utilities. Ant Media Server in a cluster mode dynamically scales up and down to enable our customers to serve from tens to millions of viewers in an automated and controlled way. Ant Media Server provides compatibility to be played in any Web Browser. In addition, SDKs for iOS, Android, and JS are provided freely to enable customers to expand their reach to a broader audience. Thanks to the adaptive bitrate streaming feature that allows any video to be played at any bandwidth on mobile devices. Ant Media has been serving a growing number of customers in 120+ countries all around the world.

Google Cloud is an online service that lets you create everything from simple websites to complex apps for businesses of any size. Customers who are new to the system will receive $300 in credits for testing, deploying, and running workloads. Customers can use up to 25+ products free of charge. Use Google's core data analytics and machine learning. All enterprises can use it. It is secure and fully featured. Use big data to build better products and find answers faster. You can grow from prototypes to production and even to planet-scale without worrying about reliability, capacity or performance. Virtual machines with proven performance/price advantages, to a fully-managed app development platform. High performance, scalable, resilient object storage and databases. Google's private fibre network offers the latest software-defined networking solutions. Fully managed data warehousing and data exploration, Hadoop/Spark and messaging.

AI Docs contract automation software enables small and midsized organizations to easily generate, sign, and manage contracts and sales documents. Let AI Docs help you get control of your contracts in order to save labor, improve quality, and boost income. With the AI Docs contract lifecycle management (CLM) software, rules and logic guide users through contract configuration and creation. All necessary data is captured, all required clauses are incorporated. No errors are introduced, no ‘leftover’ or inappropriate information is included. This unique rule-based approach empowers less contract-knowledgeable employees and partners to configure and create contracts while ensuring accuracy and eliminating bottlenecks. AI Docs, Inc. is a veteran-owned, Chicago-area company. Our AI Docs product automates the creation of contracts and sales documents such as proposals and return on investments (ROI). We strive to be the most accommodating software company that our customers work with.

You've adopted cloud architecture, yet its intricate nature poses challenges for effective monitoring. The IBM Cloud Monitoring service offers a fully managed solution designed specifically for administrators, DevOps teams, and developers alike. Anticipate in-depth visibility into containers and an array of comprehensive metrics. By utilizing this service, you can lower costs while empowering your DevOps teams and improving the management of the software lifecycle. Set up a cluster to relay metrics to the IBM Cloud Monitoring service seamlessly within the IBM Cloud environment. This enhancement boosts the productivity of system administrators, DevOps professionals, and developers, providing timely notifications regarding various metrics and events. Leverage intuitive dashboards that allow you to assess the health of your entire infrastructure effortlessly. Moreover, you can dynamically discover applications, containers, hosts, and networks while displaying content and controlling access based on specific users or teams. Additionally, configure an Ubuntu host to send metrics directly to the IBM Cloud Monitoring service, ensuring thorough cloud monitoring and troubleshooting across your infrastructure, cloud services, and applications. Ultimately, this service is essential for maintaining optimal performance and reliability in complex cloud environments.

Cloud Trace serves as a comprehensive distributed tracing system that gathers latency metrics from applications and presents this data within the Google Cloud Console. This tool enables users to monitor the flow of requests throughout their applications while providing near real-time insights into performance. It automatically evaluates all traces from the application to produce detailed latency reports, helping to identify any performance issues. Additionally, Cloud Trace is capable of capturing traces from various environments, including VMs, containers, and App Engine projects. With Cloud Trace, users can delve into specific latency details for individual requests or review the cumulative latency across the entire application. The platform offers a range of tools and filters to facilitate the swift detection of bottlenecks and their underlying causes. This system is built upon the same principles that Google employs to ensure its services operate seamlessly at a massive scale, reflecting a robust and reliable solution for performance monitoring. As such, it becomes an essential resource for developers aiming to optimize their applications effectively.

RunPod provides a cloud infrastructure that enables seamless deployment and scaling of AI workloads with GPU-powered pods. By offering access to a wide array of NVIDIA GPUs, such as the A100 and H100, RunPod supports training and deploying machine learning models with minimal latency and high performance. The platform emphasizes ease of use, allowing users to spin up pods in seconds and scale them dynamically to meet demand. With features like autoscaling, real-time analytics, and serverless scaling, RunPod is an ideal solution for startups, academic institutions, and enterprises seeking a flexible, powerful, and affordable platform for AI development and inference.

Hopted is a cloud-based data automation platform built for Amazon sellers. It connects Google Sheets directly to Amazon Seller Central and other key business tools, streamlining the way sellers manage reports, profitability, and operations — all without the hassle of CSV files. With Hopted, you can pull live data from Amazon — including FBA, AWD, and Ads — directly into your spreadsheets. Instantly access real-time sales, fees, inventory levels, and performance metrics. This gives you a single, reliable source of truth to track margins, uncover hidden costs, and identify your most profitable products. What sets Hopted apart is its 2-way sync: not only can you extract data, but you can also send updates back to Amazon. Update pricing, inventory, and listing details — directly from Google Sheets — without switching tabs or logging into Seller Central. Ideal for Amazon sellers, agencies, and ops teams managing multiple accounts, Hopted eliminates the need for repetitive manual work. No more downloading and formatting CSVs. Just live, accurate data — always where you need it. Whether you’re scaling your private label brand or managing clients, Hopted empowers you to save hours daily, reduce errors, and make smarter, faster decisions. Customizable workflows and spreadsheet-native flexibility give you full control, even if you’re not a technical user. Ditch the copy-paste chaos. With Hopted, Amazon Seller Central finally works the way you do — in real-time, in Google Sheets.

MindCloud is not only a modern iPaaS but also provides a full service solution for small and medium sized businesses that doesn't require you assigning technical staff to the project. We have over 50 pre-built connectors and can add any new software platform that has an API or allows automated import/exports. We also support EDI and FTP integrations. Some of our features connectors are: Salesforce, Monday.com, Hubspot, QuickBooks Desktop, QuickBooks Online, Method:CRM, Zapier, Walmart, Amazon, Overstock, Ebay, Groupon, Mercado Libre, HSN, Airtable, Google Sheets and many, many others. Automate all of your business process with MindCloud. Eliminate double data entry. Integrate your business. Simplify your life.