Page 5 | Compare Business Software for Snowflake: December 2025 Reviews & Comparison

RudderStack

RudderStack is the smart customer data pipeline. Easily build pipelines connecting your whole customer data stack, then make them smarter by pulling analysis from your data warehouse to trigger enrichment and activation in customer tools for identity stitching and other advanced use cases. Start building smarter customer data pipelines today.

Starting Price: $750/month

View Software

Observe

Observe – the AI-powered observability company – is reinventing how businesses detect anomalies, troubleshoot applications, and resolve incidents to deliver exceptional customer experiences. Only Observe eliminates silos of logs, metrics, and traces by storing all data in a single, cost-efficient data lake, analyzing all telemetry data using a single language, and providing access through a single, consistent, user interface. Observe’s AI-Powered Observability enables companies to resolve software incidents three times faster at one-third the cost. Customers such as Capital One, Dialpad AI, Top Golf and more trust Observe to turn their data into actionable insights.

Starting Price: $0.35 Per GiB

View Software

Deepnote

Deepnote is building the best data science notebook for teams. In the notebook, users can connect their data, explore, and analyze it with real-time collaboration and version control. Users can easily share project links with team collaborators, or with end-users to present polished assets. All of this is done through a powerful, browser-based UI that runs in the cloud. We built Deepnote because data scientists don't work alone. Features: - Sharing notebooks and projects via URL - Inviting others to view, comment and collaborate, with version control - Publishing notebooks with visualizations for presentations - Sharing datasets between projects - Set team permissions to decide who can edit vs view code - Full linux terminal access - Code completion - Automatic python package management - Importing from github - PostgreSQL DB connection

Starting Price: Free

View Software

Edge Delta

Edge Delta is a new way to do observability that helps developers and operations teams monitor datasets and create telemetry pipelines. We process your log data as it's created and give you the freedom to route it anywhere. Our primary differentiator is our distributed architecture. We are the only observability provider that pushes data processing upstream to the infrastructure level, enabling users to process their logs and metrics as soon as they’re created at the source. We combine our distributed approach with a column-oriented backend to help users store and analyze massive data volumes without impacting performance or cost. By using Edge Delta, customers can reduce observability costs without sacrificing visibility. Additionally, they can surface insights and trigger alerts before data leaves their environment.

Starting Price: $0.20 per GB

View Software

Pro Edition for Eclipse Mosquitto

Cedalo

Pro Edition for Eclipse Mosquitto is a pro version of the world's #1 MQTT broker that quickly, stably, and reliably transmits data between IoT devices. Compared to the popular open-source version, our product offers professional MQTT broker and client administration and monitoring, MQTT High Availability, MQTT and REST API access, improved reliability, enhanced security, and professional support, making it an ideal solution for commercial use. Functionality highlights: Leverages Mosquitto Management Center to manage MQTT broker instances and clusters from a single interface. Ensures MQTT High Availability, making your solution available 24h. Ensures security through the use of client certificates and custom certificate authorities, application tokens with role-based access and expiry dates, and the use of the native Dynamic Security plugin to control access rights. Enables MQTT API and REST API to automate workflows and facilitate further integration with third-party systems.

Starting Price: €23 per month

View Software

Zoho DataPrep

Zoho

Zoho DataPrep (Best ETL tool in 2025) is an AI-powered, advanced self-service data preparation software that helps organisations prepare large volumes of data. As a no-code ETL platform, it eliminates the need for complex coding, making data preparation accessible to users of all backgrounds. A standout feature is the ability to create entire ETL pipelines using Ask Zia; simply describe your data preparation needs in plain English, and our conversational AI will build the pipeline for you. Data can be imported from over 80 sources, and DataPrep can automatically identify errors, discover data patterns, and transform and enrich data without requiring coding. You can also set up automated export schedules to your preferred data destination. DataPrep also helps catalogue data and set up ETL pipelines to sync the prepared data to Zoho Analytics and data warehouses, among many other destinations.

Starting Price: $40 per month

View Software

Pecan

Pecan AI

Founded in 2018, Pecan is a cutting-edge predictive analytics platform that leverages its pioneering Predictive GenAI technology to eliminate obstacles to AI adoption. Pecan democratizes predictive modeling by enabling data and business teams to harness its power without the need for extensive expertise in data science or data engineering. Guided by Predictive GenAI, the Pecan platform empowers users to rapidly define and train predictive models tailored precisely to their unique business needs. Automated data preparation, model building, and deployment accelerate AI success. Pecan's proprietary fusion of predictive and generative AI quickly delivers meaningful business impact, making AI adoption more accessible, efficient, and impactful than ever before.

Starting Price: $950 per month

View Software

Bold BI

Syncfusion

Turn your customers into success stories with built-in intelligence featuring state of the art analytics, dashboards and more. Bold BI is a platform designed from the ground up to be embedded, there are no compromises, no shortcuts. Outdated requirements such as “bring all your data into our data store or cube” today add unnecessary complexity to your application. With some solutions, you must design a complex system for data integration and keep the embedded BI data store in sync with your data sources. With Bold BI, you connect directly to hundreds of data sources and any data warehouse of your choice. Deploy with single-tenant mode if you have a shared data model. If you have an isolated data model, use multi-tenant mode to maintain a single source for dashboards and publish across different tenants. Bold BI is designed to accommodate scenarios common and uncommon. Embed Bold BI directly from your application code using powerful JavaScript APIs.

Starting Price: $495

View Software

Hackolade

Hackolade Studio is a powerful data modeling platform that supports a wide range of technologies including relational SQL and NoSQL databases, cloud data warehouses, APIs, streaming platforms, and data exchange formats. Designed for modern data architecture, it enables users to visually design, document, and evolve schemas across systems like Oracle, PostgreSQL, Databricks, Snowflake, MongoDB, Cassandra, DynamoDB, Neo4j, Kafka (with Confluent Schema Registry), OpenAPI, GraphQL, and more. Hackolade Studio offers forward and reverse engineering, schema versioning, model validation, and integration with metadata catalogs such as Unity Catalog and Collibra. It empowers data architects, engineers, and governance teams to collaborate on consistent, governed, and scalable data models. Whether building data products, managing API contracts, or ensuring regulatory compliance, Hackolade Studio streamlines the process in one unified interface.

Starting Price: €175 per month

View Software

CompareData

Zidsoft

Compare and synchronize sql data visually. CompareData allows you to visually compare and synchronize data between sql databases. Compare table, view or query data and see differences highlighted on the screen. Compare table metadata, generate sql sync script, use the command line and internal scheduling to automate comparison and data synchronization. • Compare data of table, query or group of tables. • Synchronize table data at row, table or group level. • Compare table metadata including columns, primary key, indices, foreign keys, triggers, permission and check constraints. • Compare stored procedures, functions and sequences, • Cross-dbms support with ODBC. • Compare resultsets of any size. • Native 64-bit application. • Multi-threaded, multi-core support. • Free for comparing data and metadata.

Starting Price: $795 single user license

View Software

NextBillion.ai

NextBillion.ai is a pioneering technology company specializing in AI-powered mapping and routing solutions. Headquartered in Singapore, NextBillion.ai’s dynamic, next-generation routing planning can be customized to cater to specific business challenges across industries to optimize operations. NextBillion.ai’s platform addresses one of the toughest challenges in modern logistics: building real-world, customizable routing systems that adapt to complex, on-the-ground conditions in real time. The dynamic, API-first, AI-powered route optimization platform is purpose-built to solve real-world logistics challenges. We’re on a mission to democratize advanced location technology, enabling businesses to efficiently optimize routes, streamline logistics, and achieve scalable operational excellence worldwide.

Starting Price: Starts from $500/month

View Software

Observable

Observable is a data analysis and exploration platform that helps data analysts and their stakeholders understand their business data, build charts and other visualizations, and communicate insights. Built for teams, powered by AI, and backed by a global community of data practitioners, Observable offers a single workspace for data exploration, custom chart creation, and cross-functional data collaboration.

Starting Price: Free

View Software

Opsera

You choose your tools, we take care of the rest. Put together the perfect CI/CD stack that fits your organization’s goals with zero vendor lock-in. ‍Eliminate manual scripts and stop building toolchain automation. Free your engineers to focus on your core business. Pipeline workflows follow a declarative model so you focus on what is required — not how it’s accomplished — including: software builds, security scans, unit testing, and deployments. With Blueprints, diagnose any failures from within Opsera using a console output of every step of your pipeline execution. Comprehensive software delivery analytics across your CI/CD process in a unified view — including Lead Time, Change Failure Rate, Deployment Frequency, and Time to Restore. ‍Contextualized logs for faster resolution and improved auditing and compliance.

Starting Price: $3.60 per user , Min 300 devs

View Software

Ray

Anyscale

Develop on your laptop and then scale the same Python code elastically across hundreds of nodes or GPUs on any cloud, with no changes. Ray translates existing Python concepts to the distributed setting, allowing any serial application to be easily parallelized with minimal code changes. Easily scale compute-heavy machine learning workloads like deep learning, model serving, and hyperparameter tuning with a strong ecosystem of distributed libraries. Scale existing workloads (for eg. Pytorch) on Ray with minimal effort by tapping into integrations. Native Ray libraries, such as Ray Tune and Ray Serve, lower the effort to scale the most compute-intensive machine learning workloads, such as hyperparameter tuning, training deep learning models, and reinforcement learning. For example, get started with distributed hyperparameter tuning in just 10 lines of code. Creating distributed apps is hard. Ray handles all aspects of distributed execution.

Starting Price: Free

View Software

Dagster

Dagster Labs

Dagster is a next-generation orchestration platform for the development, production, and observation of data assets. Unlike other data orchestration solutions, Dagster provides you with an end-to-end development lifecycle. Dagster gives you control over your disparate data tools and empowers you to build, test, deploy, run, and iterate on your data pipelines. It makes you and your data teams more productive, your operations more robust, and puts you in complete control of your data processes as you scale. Dagster brings a declarative approach to the engineering of data pipelines. Your team defines the data assets required, quickly assessing their status and resolving any discrepancies. An assets-based model is clearer than a tasks-based one and becomes a unifying abstraction across the whole workflow.

Starting Price: $0

View Software

Zing Data

A flexible visual query builder lets you get answers in seconds. Analyze data from your phone or browser to work from anywhere. Natural language querying, powered by LLMs lets you ask questions using plain English. No desktop, SQL, or data scientist needed. Shared questions let you learn from team mates, and search for any questions asked across your organization. @mentions, push notifications, and shared chat bring the right people into the conversation and empower you to make data actionable. Easily copy and modify shared questions, export data, and change how charts are displayed to not just view somebody elses’s analysis, but instead make it your own. You can even turn on external sharing to provide access to partners outside your domain or for public datasets. Get the underlying data tables in two taps. Even run full on custom SQL with smart typeaheads to make quick work of joins, aggregations, and calculated fields.

Starting Price: $0

View Software

Advanced Query Tool (AQT)

Cardett Associates Ltd

AQT is a multi-database query and admin tool designed for DBAs, developers and data analysts. It can access a large range of database types and has been specifically customized for over 30 different databases. AQT is optimized for dealing with large systems and is one of the best tools on the market for use with DB2 z/OS. Has a powerful Database Explorer window which displays more information on your database than almost any other product. A great query environment with SQL editor, SQL history, graphical query builder, table editor, data export, charting. AQT includes numerous tools that will delight your DBA - generate DDL, object compare/resync, data compare/resync, data loader, create/alter/manage objects, visual explain, system monitor.

Starting Price: $210 one-time payment

View Software

NetSpring

NetSpring brings the modeling flexibility and exploratory power of BI to self-service product analytics, working directly off any cloud data warehouse. Key Functionality: - Self-serve answers to any question, starting from a rich library of product analytics reports, with the ability to pivot seamlessly back and forth between any report and ad hoc visual data exploration - Combine product instrumentation with any business data in your DW for context-rich analytics - Avoid writing and maintaining complex SQL for funnel/path-type queries, but have the option of leveraging SQL for specialized analysis Key Benefits: - Full Business Context: Access any data in the DW. Deeply understand the drivers of retention, referrals, and revenue. - Privacy & Security: Your customer data never leaves the DW. Maintain a single governed source of truth. - Cost & Maintenance: Simply connect to the DW and self-serve. No data movement. Cost not tied to event volume.

Starting Price: $49/mo per seat

View Software

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

View Software

Sopact Impact Cloud

Sopact

Sopact is a game-changer for impact-driven organizations, offering an all-in-one solution that simplifies impact measurement, data collection, and visualization. With Sopact's easy-to-use dashboard, you can quickly and efficiently track your organization's progress and share it with others, giving you a powerful tool to inspire change and achieve your goals. But Sopact doesn't stop there. They're pushing the boundaries of impact measurement with cutting-edge AI technology, optimizing your impact and driving real change more effortlessly than ever. And with Sopact's expert consulting services, you can be confident that you're getting the best possible support at every step. Of course, challenges remain, like working with other groups and ensuring everyone is aligned with your mission. But with Sopact's innovative strategies and powerful tools, you can overcome these obstacles and measure your impact like a pro. Join the global movement and transform your organization.

Starting Price: $99 per month

View Software

SCIKIQ

DAAS Labs

An AI-powered data management platform that enables true data democratization. Integrates & centralizes all data sources, facilitates collaboration, and empowers organizations for innovation, driven by Insights. SCIKIQ is a holistic business data platform that simplifies data complexities from business users through a no-code, drag-and-drop user interface which allows businesses to focus on driving value from data, thereby enabling them to grow, and make faster and smarter decisions with confidence. Use box integration, connect any data source, and ingest any structured and unstructured data. Build for business users, ease of use, a simple no-code platform, and use drag and drop to manage your data. Self-learning platform. Cloud agnostic, environment agnostic. Build on top of any data environment. SCIKIQ architecture is designed specifically to address the challenges facing the complex hybrid data landscape.

Starting Price: $10,000 per year

View Software

Metacoder

Wazoo Mobile Technologies LLC

Metacoder makes processing data faster and easier. Metacoder gives analysts needed flexibility and tools to facilitate data analysis. Data preparation steps such as cleaning are managed reducing the manual inspection time required before you are up and running. Compared to alternatives, is in good company. Metacoder beats similar companies on price and our management is proactively developing based on our customers' valuable feedback. Metacoder is used primarily to assist predictive analytics professionals in their job. We offer interfaces for database integrations, data cleaning, preprocessing, modeling, and display/interpretation of results. We help organizations distribute their work transparently by enabling model sharing, and we make management of the machine learning pipeline easy to make tweaks. Soon we will be including code free solutions for image, audio, video, and biomedical data.

Starting Price: $89 per user/month

View Software

Dasera

Dasera is a Data Security Posture Management (DSPM) platform providing automated security and governance controls for structured and unstructured data across cloud and on-prem environments. Uniquely, Dasera monitors data in use while offering continuous visibility and automated remediation, preventing data breaches across the entire data lifecycle. Dasera provides continuous visibility, risk detection, and mitigation to align with business goals while ensuring seamless integration, unmatched security, and regulatory compliance. Through its deep understanding of the four data variables - data infrastructure, data attributes, data users, and data usage - Dasera promotes a secure data-driven growth strategy that minimizes risk and maximizes value, giving businesses a competitive edge in today's rapidly evolving digital landscape.

Starting Price: 3 data stores at $20,000

View Software

FlashRev

FlashIntel

FlashRev is an advanced revenue intelligence platform that helps B2B companies accelerate their sales and maximize revenue growth. It leverages real-time data and AI-powered analytics to provide deep insights into sales performance, customer behavior, and market trends. FlashRev enables businesses to optimize their sales strategies by identifying key revenue drivers, uncovering opportunities for upselling and cross-selling, and streamlining sales processes. By providing actionable insights and automating critical tasks, FlashRev empowers sales teams to make data-driven decisions, improve forecasting accuracy, and drive sustained revenue growth in competitive markets.

Starting Price: Varies

View Software

Microsoft Fabric

Microsoft

Reshape how everyone accesses, manages, and acts on data and insights by connecting every data source and analytics service together—on a single, AI-powered platform. All your data. All your teams. All in one place. Establish an open and lake-centric hub that helps data engineers connect and curate data from different sources—eliminating sprawl and creating custom views for everyone. Accelerate analysis by developing AI models on a single foundation without data movement—reducing the time data scientists need to deliver value. Innovate faster by helping every person in your organization act on insights from within Microsoft 365 apps, such as Microsoft Excel and Microsoft Teams. Responsibly connect people and data using an open and scalable solution that gives data stewards additional control with built-in security, governance, and compliance.

Starting Price: $156.334/month/2CU

View Software

Union Cloud

Union.ai

Union.ai is an award-winning, Flyte-based data and ML orchestrator for scalable, reproducible ML pipelines. With Union.ai, you can write your code locally and easily deploy pipelines to remote Kubernetes clusters. “Flyte’s scalability, data lineage, and caching capabilities enable us to train hundreds of models on petabytes of geospatial data, giving us an edge in our business.” — Arno, CTO at Blackshark.ai “With Flyte, we want to give the power back to biologists. We want to stand up something that they can play around with different parameters for their models because not every … parameter is fixed. We want to make sure we are giving them the power to run the analyses.” — Krishna Yeramsetty, Principal Data Scientist at Infinome “Flyte plays a vital role as a key component of Gojek's ML Platform by providing exactly that." — Pradithya Aria Pura, Principal Engineer at Goj

Starting Price: Free (Flyte)

View Software

Protecto

While enterprise data is exploding and scattered across various systems, oversight of driving privacy, data security, and governance has become very challenging. As a result, businesses hold significant risks in the form of data breaches, privacy lawsuits, and penalties. Finding data privacy risks in an enterprise is a complex, and time-consuming effort that takes months involving a team of data engineers. Data breaches and privacy laws are requiring companies to have a better grip on which users have access to the data, and how the data is used. But enterprise data is complex, so even if a team of engineers works for months, they will have a tough time isolating data privacy risks or quickly finding ways to reduce them.

Starting Price: Usage based

View Software

Qobra

Qobra is the all-in-one sales compensation platform that empowers operations, finance and sales teams to leave Excel behind and deliver real-time commission automation, accuracy and transparency. With Qobra you can automate complex commission calculations, build flexible compensation plans via a no-code editor, and give every rep real-time visibility into their earnings, driving trust, alignment and performance. Our intuitive interface supports multiple currencies, hierarchies, bonus structures, and integrates natively with your CRM and data warehouse systems for seamless data flow. Qobra also provides audit trails, validation workflows, and actionable analytics so finance and revenue leaders can prevent over-payment, model scenarios and optimise their go-to-market strategy. Customers report up to 15-20% increase in sales performance and a dramatic reduction in commission-processing time. Choose Qobra to align your GTM teams on one platform, ensure payouts are accurate and timely.

Starting Price: $29/month/user

View Software

Tabula

Retable, Inc.

Easy-to-use visual data analytics tool for you and your team. Tabula is a unified, zero-code platform that transforms complex data tasks into simple, intuitive processes. Empowering business and data teams, it allows real-time exploration, analysis, and reporting of data, without any need for developer resources.

Starting Price: $20

View Software

Quary

Connect to your data warehouse, and SSO authenticates your team in seconds. Organize your business intelligence as SQL. Make changes with confidence, automated testing validates every update. Deploy models confidently and travel back in time when things go wrong. Quary connects to your sensitive data store. In order to protect it, Quary is built from the ground up with security in mind. By default, data does not leave your estate, data exchanges happen between your Quary client and your data store. Transform data together, model, test, and deploy as a team. SSO is not an extra, we include it in our base plan and even help set it up. No one should share credentials. Quary builds upon your data store's access management systems and helps you manage it. We are in the process of implementing SOC2 and have security credentials (CISSP) on the team to ensure your data stays secure.

Starting Price: Free

View Software

Business Software for Snowflake - Page 5

Top Software that integrates with Snowflake as of December 2025 - Page 5

RudderStack

Observe

Deepnote

Edge Delta

Pro Edition for Eclipse Mosquitto

Zoho DataPrep

Pecan

Bold BI

Hackolade

CompareData

NextBillion.ai

Observable

Opsera

Ray

Dagster

Zing Data

Advanced Query Tool (AQT)

NetSpring

StarTree

Sopact Impact Cloud

SCIKIQ

Metacoder

Dasera

FlashRev

Microsoft Fabric

Union Cloud

Protecto

Qobra

Tabula

Quary