Compare Apache Pinot 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.

ANSI SQL allows you to analyze petabytes worth of data at lightning-fast speeds with no operational overhead. Analytics at scale with 26%-34% less three-year TCO than cloud-based data warehouse alternatives. You can unleash your insights with a trusted platform that is more secure and scales with you. Multi-cloud analytics solutions that allow you to gain insights from all types of data. You can query streaming data in real-time and get the most current information about all your business processes. Machine learning is built-in and allows you to predict business outcomes quickly without having to move data. With just a few clicks, you can securely access and share the analytical insights within your organization. Easy creation of stunning dashboards and reports using popular business intelligence tools right out of the box. BigQuery's strong security, governance, and reliability controls ensure high availability and a 99.9% uptime SLA. Encrypt your data by default and with customer-managed encryption keys

icCube, a Swiss-made analytics solution, is crafted for B2B SaaS product and development teams aiming to integrate advanced analytics directly into their applications. Our dashboards are designed to merge effortlessly within the SaaS solution's UI and UX, powered by icCube’s strong analytical engine, which supports complex data models with high-level security features. Adopting a developer-to-developer approach, the icCube team guides clients to ensure a smooth, rapid transition to production. We recognize the challenges of data navigation, so we’re thrilled to offer our Data Analytics Boutique Services. Tailored for both new and existing clients, this suite provides seamless data integration, fortified security, deep insights, automated decision-making, and visually impactful reports. At every project stage and throughout the product lifecycle, we partner closely with our clients, from providing quick feedback to full project and product launches.

DbVisualizer is one of the world’s most popular database clients. Developers, analysts, and DBAs use it to advance their SQL experience with modern tools to visualize and manage their databases, schemas, objects, and table data and to auto-generate, write and optimize queries. It has extended support for 30+ of the major databases and has basic-level support for all databases that can be accessed with a JDBC driver. DbVisualizer runs on all major OSes. Free and Pro versions are available.

Decisimo is a powerful platform that allows you to make business decisions more efficiently. It allows you to easily create and update decision tables and rule sets, and tailor them to your needs. The platform has a drag-and drop builder that allows you to design decision flows. These can include components such as models, rule sets and data sources. Decisimo allows you to deploy decision flow to regional endpoints to speed up responses and comply with data protection regulations. You can improve your decision flow by incorporating AI or machine learning models, as well as connecting to external data sources via REST APIs. Decisimo can be used for batch processing tasks like client segmentation and prescoring. It also supports data retrieval from FTP or Google Cloud Storage. The platform offers robust unit testing capabilities that ensure reliable and accurate decision-making.

RISK IDENT, a leader in software development, offers anti-fraud solutions for companies in the e-commerce and telecommunications sectors. We are experts in machine learning and data analytics. Our most important products are DEVICE IDENT Device Fingerprinting and FRIDA Fraud Manager. These include account takeovers, payment fraud, and fraud within loan applications. Our intelligent software products detect online fraudulent activity by automatically evaluating and interpreting data points. We provide real-time results that allow you to stop fraudulent attacks before they occur. Multiple awards, serious data security. The key to fraud prevention is the network and evaluation of all relevant data points at high speed. We deliver exactly that: Real-time identification of anomalies.

Triple Whale consolidates all metrics from all your tools and puts them in your pocket. We simplify, inform, and save you time. We integrate eCommerce and marketing data from all your favorite apps so you don't have to switch between tabs and apps. All your data can be tracked, tested, and interpreted. Data backing your decisions makes it easier to make informed decisions. AI is being developed to reduce errors and improve your operations across all your tools. You can quickly gain insight into what is working and what isn't, so that you can strategize, optimize, and maximize growth. Get to know all about your customers' spending habits. Forecast and track your most important D2C metrics. You can send daily, weekly, or monthly reports to everyone in the company. You can choose from a template or create your own metrics. Wondering how a 0.5% increase in your conversion rate could affect your profit? Our calculator uses your data for real insight. You can adjust your dashboard to make it work for you and your team.

Fully managed ML tools allow you to build, deploy and scale machine-learning (ML) models quickly, for any use case. Vertex AI Workbench is natively integrated with BigQuery Dataproc and Spark. You can use BigQuery to create and execute machine-learning models in BigQuery by using standard SQL queries and spreadsheets or you can export datasets directly from BigQuery into Vertex AI Workbench to run your models there. Vertex Data Labeling can be used to create highly accurate labels for data collection.

OrCAD® X is a unified PCB design software platform. It offers significant improvements to ease of use, performance and automation. Our product suite includes applications for schematic, PCB layout, simulation and data management. OrCAD X Capture, a schematic design solution for electrical circuit creation and documentation, is one of OrCAD's most popular products. PSpice®, our virtual SPICE simulation engine integrated into Capture, allows you to prototype and verify your designs using industry-leading native analog, mixed signal, and advanced analysis engines. OrCAD X Presto and OrCAD X PCB editor are two PCB layout tools that allow designers to easily collaborate between ECAD/MCAD teams and build better PCBs faster. OrCAD X Presto is our new, simplified interface for novice designers, electrical engineers and PCB designers focused on quick turn PCB designs.

Sharesight, a popular investment portfolio tracker, is used in more than 100 countries around the world. It tracks all your stocks, ETFs and dividends in one place. Sharesight allows you to compare your portfolio with an index or a specific stock, and see your total investment return over a period of time. Track your investments across multiple exchanges, currencies and brokers. This eliminates the need for ongoing data input, as all dividends, stock splits, and corporate actions are handled by an automated system, saving you both time & money. Sharesight is free to use. Join hundreds of thousands of other investors who are tracking their portfolio performance.