Page 8 | Compare Business Software for Snowflake: December 2025 Reviews & Comparison

Lightdash

Lightdash instantly turns your dbt project into a full-stack BI platform. Analysts write metrics and Lightdash enables self-serve for the entire business. All of your fields in Lightdash are defined in your dbt project making it super easy to keep all of your business logic in one place. Use the Lightdash CLI with your favorite text editor to test, preview & save your changes in Lightdash. With just a few clicks, you can create beautiful charts from the data you’ve added to your Lightdash project. In Lightdash you manage everything as code, bringing productivity & governance to your BI tool. Build charts & dashboards to share key metrics with the team. Added context makes all the difference! SQL for the experts & intuitive UI for the rest - with Lightdash, everyone is an analyst! With project-based roles & permissions, you can easily invite your team to collaborate. Forever self-hosted with unlimited usage.

Starting Price: $400 per month

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Statsig

Upgrade your feature flags and experiments to accelerate your product growth with the most powerful stats engine. Product observability combines experimentation with real-time analytics to give you a 360° view of your product and business. For the first time, you can see which features are driving your business core metrics - not just events and clicks. Statsig serves all your experimentation needs with a unified platform that connects what you build with the impact you deliver. We power A/B tests and experiments on any device, in any part of the application stack, at any scale. Statsig gives you a comprehensive 360° view of how your product is performing. We help developers become savvy decision-makers. Statsig introduces end-to-end observability for each product update, from system performance to customer behavior, and hands developers the ability to bring data to their teams for every product decision.

Starting Price: $0.03 per 1000 events

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Quix

Building real-time apps and services require lots of components running in concert: Kafka, VPC hosting, infrastructure as code, container orchestration, observability, CI/CD, persistent volumes, databases, and much more. The Quix platform takes care of all the moving parts. You just connect your data and start building. That’s it. No provisioning clusters or configuring resources. Use Quix connectors to ingest transaction messages streamed from your financial processing systems in a virtual private cloud or on-premise data center. All data in transit is encrypted end-to-end and compressed with G-Zip and Protobuf for security and efficiency. Detect fraudulent patterns with machine learning models or rule-based algorithms. Create fraud warning messages as troubleshooting tickets or display them in support dashboards.

Starting Price: $50 per month

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Clockspring

Clockspring is the perfect balance between low-code automation tools and custom development. Traditional integration options are slow, fragile, and expensive. Clockspring delivers the same flexibility you get with custom programming but without the need to write any code. Maximize your existing technology and let your team focus on driving your business forward. Automation is changing the way that businesses operate, collaborate, and react to change. Clockspring's integration and automation platform respond to change in record time. Improve performance and accuracy by 30 - 50% by providing accurate data into the tools your analysts use. Connect any API, database, COTS product, or even your existing custom applications. Merge your on-prem, hybrid, and cloud tech stack into a single combined system instead of a series of data silos. Clockspring can do about 95% of what a programmer can do 10% of the time.

Starting Price: $799/mo

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Openbridge

Uncover insights to supercharge sales growth using code-free, fully-automated data pipelines to data lakes or cloud warehouses. A flexible, standards-based platform to unify sales and marketing data for automating insights and smarter growth. Say goodbye to messy, expensive manual data downloads. Always know what you’ll pay and only pay for what you use. Fuel your tools with quick access to analytics-ready data. As certified developers, we only work with secure, official APIs. Get started quickly with data pipelines from popular sources. Pre-built, pre-transformed, and ready-to-go data pipelines. Unlock data from Amazon Vendor Central, Amazon Seller Central, Instagram Stories, Facebook, Amazon Advertising, Google Ads, and many others. Code-free data ingestion and transformation processes allow teams to realize value from their data quickly and cost-effectively. Data is always securely stored directly in a trusted, customer-owned data destination like Databricks, Amazon Redshift, etc.

Starting Price: $149 per month

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TiDB Cloud

PingCAP

A cloud-native distributed HTAP database built for elastic scaling and real-time analytics in a fully managed service, with its serverless tier enabling your launching of the HTAP database in seconds. Elastically and transparently scale to hundreds of nodes for critical workloads without changing business logic. Use what you know about SQL, and maintain your relational model and global ACID transactions while coping with your hybrid workloads at ease. Equipped with a built-in high-performance analytics engine to analyze operational data without using an ETL. Scale-out to hundreds of nodes while maintaining ACID transactions. No need to bother with sharding or facing downtime. Ensure data accuracy at scale, even for simultaneous updates to the same data source. Increase productivity and shorten time-to-market for your applications with TiDB’s MySQL compatibility. Easily migrate data from existing MySQL instances without the need to rewrite code.

Starting Price: $0.95 per hour

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Azure OpenAI Service

Microsoft

Apply advanced coding and language models to a variety of use cases. Leverage large-scale, generative AI models with deep understandings of language and code to enable new reasoning and comprehension capabilities for building cutting-edge applications. Apply these coding and language models to a variety of use cases, such as writing assistance, code generation, and reasoning over data. Detect and mitigate harmful use with built-in responsible AI and access enterprise-grade Azure security. Gain access to generative models that have been pretrained with trillions of words. Apply them to new scenarios including language, code, reasoning, inferencing, and comprehension. Customize generative models with labeled data for your specific scenario using a simple REST API. Fine-tune your model's hyperparameters to increase accuracy of outputs. Use the few-shot learning capability to provide the API with examples and achieve more relevant results.

Starting Price: $0.0004 per 1000 tokens

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Einblick

Einblick is the fastest and most collaborative way to explore data, create predictions, and deploy data apps. Our canvases radically change data science workflows by making it so much easier to explore, clean, and manipulate data on a novel interface. We are the only platform that let you collaborate in real-time with your whole team. Decision-making is a group activity, so let’s get everyone involved. Don’t waste time hand-tuning models. Our AutoML is focused on helping you create explainable predictions and identify key drivers without fuss. Einblick packages common analytics functionality into easy-to-use operators that let you abstract repetitive tasks and get to answers faster. From Snowflake to S3 buckets to CSV files, connect your data source and start getting to answers within minutes. Take a list of churned and current customers and join in everything you know about them. Uncover the key factors that led to churn, and identify how at-risk every customer is.

Starting Price: $9 per month

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HStreamDB

EMQ

A streaming database is purpose-built to ingest, store, process, and analyze massive data streams. It is a modern data infrastructure that unifies messaging, stream processing, and storage to help get value out of your data in real-time. Ingest massive amounts of data continuously generated from various sources, such as IoT device sensors. Store millions of data streams reliably in a specially designed distributed streaming data storage cluster. Consume data streams in real-time as fast as from Kafka by subscribing to topics in HStreamDB. With the permanent data stream storage, you can playback and consume data streams anytime. Process data streams based on event-time with the same familiar SQL syntax you use to query data in a relational database. You can use SQL to filter, transform, aggregate, and even join multiple data streams.

Starting Price: Free

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ToolJet

Build complicated frontends without any experience in React, CSS, or even HTML. Drag and drop 35+ in-built UI components to build even complicated frontends. Adding new components, resizing them, adjusting position, changing colors, etc can be done using the visual app editor. Customize the component with in-built properties and styles without using a single line of code. Viewer for verifying current properties of components, queries, and global states of applications. ToolJet ships with its built-in database called ToolJet DB (built on top of PostgreSQL). You can also connect to external data sources such as databases ( PostgreSQL, MongoDB, MS SQL Server, Snowflake, BigQuery, etc ), API/GraphQL endpoints, SaaS tools ( Airtable, Stripe, Google Sheets, etc ), and cloud object storage services ( AWS S3, Google Cloud Storage and Minio ).

Starting Price: Free

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Vantage

Cost Reports are easy to use dashboards that provide complex reporting and filtering for accrued costs. Set filters to see day-to-day cost trends per service, business unit, tag or account. Chain complex logic to cover any reporting use case. Forecasts have confidence intervals that will adjust every day as your infrastructure changes to help you understand where you will end up. Get notified in Slack, Teams, or by email on a daily, weekly, or monthly basis about costs and trends. Receive alerts for cost anomalies. Autopilot analyzes your EC2 workloads and purchases 3 year, no-upfront reserved instances to save you money. Control which compute categories or regions Autopilot manages. Manage commitment and infrastructure changes with ease.

Starting Price: $30 per month

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Decube

Decube is a data management platform that helps organizations manage their data observability, data catalog, and data governance needs. It provides end-to-end visibility into data and ensures its accuracy, consistency, and trustworthiness. Decube's platform includes data observability, a data catalog, and data governance components that work together to provide a comprehensive solution. The data observability tools enable real-time monitoring and detection of data incidents, while the data catalog provides a centralized repository for data assets, making it easier to manage and govern data usage and access. The data governance tools provide robust access controls, audit reports, and data lineage tracking to demonstrate compliance with regulatory requirements. Decube's platform is customizable and scalable, making it easy for organizations to tailor it to meet their specific data management needs and manage data across different systems, data sources, and departments.

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Latitude

Latitude is an open-source prompt engineering platform designed to help product teams build, evaluate, and deploy AI models efficiently. It allows users to import and manage prompts at scale, refine them with real or synthetic data, and track the performance of AI models using LLM-as-judge or human-in-the-loop evaluations. With powerful tools for dataset management and automatic logging, Latitude simplifies the process of fine-tuning models and improving AI performance, making it an essential platform for businesses focused on deploying high-quality AI applications.

Starting Price: $0

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Rows

Connected to your business data. Delightful to share. Rows is how teams work with numbers and share their results. Feel at home with the formulas, shortcuts and familiar features that make spreadsheets great. Create eye-catching reports that fit elegantly into the spreadsheet and tell better stories with data. With a guided wizard where formulas are easy to use, even if you’re not a spreadsheet genius. Make your spreadsheets interactive with buttons, input fields and date pickers. Access the power of GPT-3 inside a spreadsheet. Use AI to create lists of data, answer questions, classify customer feedback, translate text and pretty much anything else you can imagine. Rows is the new home for spreadsheets: for work, your side-projects, or just for yourself. Collaborate in real-time when you need an extra pair of hands. Or let your team use what you’ve built at their own time.

Starting Price: $59 per month

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Pharmalite

Pharmalite streamlines your commercial operations with smarter account management so your field team can generate more meaningful interactions. Pharmaceutical companies have made sizable investments in sales force effectiveness (SFE). Companies need to provide their reps with valuable tools to maintain sales effectiveness in order to reach the right professionals with the targeted product. While companies have upsized and downsized, maintaining the right number of reps is crucial. Training, coaching, pharma tools, and enablers provide efficiencies. Streamlining these tasks will cut costs without cutting knowledge. Give your field team the tools they need to generate more meaningful interactions with their HCOs and HCPS. Pharmalite streamlines Interaction creation with group interactions, auto-create from virtual meetings, and creates from a calendar. Automated mobile alerts let your team know when it's time to follow up.

Starting Price: Free

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Mason

Mason learns from every query you write. Seamlessly query, visualize and share data with your team. Generate SQL and tweak the result using our best-in-class AI assistant. Mason automatically recommends and completes your joins for you. Say goodbye to scrolling an endless list of tables. Connect securely to BigQuery, Snowflake, PostgreSQL, and Redshift. Everything you need to effectively collaborate with your team members. Review query versions. See who made changes. Restore to any point in time. Discover all your team's queries in the shared query library. Stay focused by visualizing your queries in team-specific dashboards. Get feedback directly in your code. Experience a data tool that doesn't waste your time. Discover, navigate, and perform any action from anywhere. Stay in the flow using keyboard shortcuts. Experience the fastest way to query, visualize, and share. Our realtime sync delivers more than 100ms interactions worldwide.

Starting Price: $12 per month

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Outerbase

The interface for your database. View, update, and visualize your data collaboratively, without needing to be a database expert. No one team should have all that power. Queries, columns, rows, tables, and schemas without writing SQL. Edit your data in-line and collaboratively like you would a spreadsheet. Ditch the random snippets and notes with blocks of SQL queries, organize them here. Share your queries with the rest of the team so they’re not stuck recreating the wheel. The easiest way to query your data without ever writing a single line of SQL. Outerbase connects to the most popular databases. Select your schemas, tables, columns, and more quickly. Reduce context-switching and do it all in our intuitive user interface. Simple experiences for complex data like JSON, timestamps, and ENUMs. Embed variables to create powerful and flexible queries. Create stunning dashboards in a couple of clicks.

Starting Price: $50 per month

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Defog

Defog is an AI assistant that embeds in your app. Let your users ask data questions in plain English, right from within your app. Upload a CSV and ask questions from it, or ask questions on our predefined datasets. Defog is fine-tuned to support vague questions or domain-specific jargon in over 50 different languages. Add a conversational AI widget to answer customers’ data questions, with a few lines of code. Build your product, not ad-hoc reports. AI superpowers without privacy compromises. Defog is architected to ensure we never access your database or move your data. Defog generates queries that are compatible with all major databases and data warehouses. For large companies that want to reduce report times and support costs, growing companies that want to democratize access to information, and individual users that want to see Defog's capabilities and experiment.

Starting Price: $599 per month

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LogicLoop

AI can optimize and debug your queries until you get it just right. After years of working at operationally intensive startups in Silicon Valley, our team built LogicLoop to empower operations people to automate the critical business workflows they need to do their job without blocking on engineers. Your data should be working harder, not you. No more manually copy and pasting CSV files, refreshing dashboards, or begging engineers to build things. LogicLoop gives operators the superpowers they need to help their companies scale quickly. Stay on top of failed identity checks and incomplete or expired info. Collect customer information to update checks. Monitor high velocity and excessive or failed attempts to export money out of your platform.

Starting Price: $49 per month

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DevCycle

DevCycle is the leading feature management platform that combines the benefits of OpenFeature and continuous delivery. Open Source Flexibility + SaaS Simplicity: DevCycle is the only platform where OpenFeature is built-in to its SDKs and fully committed to the open standards community with open source SDKs and APIs. This flexibility is combined with DevCycle’s edge architecture and local bucketing to provide teams high scalability and low latency partnered with enterprise-level security and compliance guarantees. Total Observability Into Your Feature Flags: Teams have complete visibility into all their features across their organization. DevCycle observability integrations help track, monitor and diagnose feature flag usage while developer integrations and tooling give full control and visibility into feature flags within code. Customized Release Strategies: Teams can choose their preferred feature release strategies with advanced tools for gradual and percentage based rollout

Starting Price: 0

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Togai

Go live with pricing changes without engineering effort. Analyze what’s not working in your pricing, simulate different models, and launch new pricing, all in a matter of days, not months. Be ready for a 6-8 month cross-functional scramble. Between juggling invoicing and billing with finance to ensure nothing breaks, pleading for engineers’ time to make even the smallest code changes, and working with the sales team to ensure the new pricing fits into their CPQ and workflows, it can be a nightmare. Togai is the monetization suite you need to implement and optimize pricing without any dependencies. Simulate new pricing, track and meter usage, set up or schedule customized pricing models, automate your internal revenue workflows, and get actionable insights on your pricing, all with just a few clicks. Simulate different pricing models, and plans on your actual data using our pricing simulator.

Starting Price: $15 per month

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Scalytics Connect

Scalytics

Scalytics Connect enables AI and ML to process and analyze data, makes it easier and more secure to use different data processing platforms at the same time. Built by the inventors of Apache Wayang, Scalytics Connect is the most enhanced data management platform, reducing the complexity of ETL data pipelines dramatically. Scalytics Connect is a data management and ETL platform that helps organizations unlock the power of their data, regardless of where it resides. It empowers businesses to break down data silos, simplify access, and gain valuable insights through a variety of features, including: - AI-powered ETL: Automates tasks like data extraction, transformation, and loading, freeing up your resources for more strategic work. - Unified Data Landscape: Breaks down data silos and provides a holistic view of all your data, regardless of its location or format. - Effortless Scaling: Handles growing data volumes with ease, so you never get bottlenecked by information overload

Starting Price: $0

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Indexima Data Hub

Indexima

Reshape your perception of time in data analytics. Instantly access your business’ data in no time and work directly on your dashboard without going back and forth with the IT team. Meet Indexima DataHub, a new space-time where operational and functional users gain instant access to their data, in no time. With a combination of its unique indexing engine and machine learning, Indexima allows businesses to access all their data to simplify and speed up analytics. Robust and scalable, the solution allows organizations to query all their data directly at the source, in volumes of tens of billions of rows in just a few milliseconds. Our Indexima platform allows users to implement instant analytics on all their data in just one click. Thanks to Indexima’s new ROI and TCO calculator, find out in 30 seconds the ROI of your data platform. Infrastructure costs, project deployment time, and data engineering costs, while boosting your analytical performances.

Starting Price: $3,290 per month

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Abbey

Abbey Labs

Abbey streamlines data access and frees engineers to focus on core responsibilities, without compromising security and compliance. Build and enforce rules for compliance without causing friction for engineering teams. Use our intuitive web app to discover, request, and manage access to resources. Log and audit access changes to meet compliance needs, within the Abbey app or a Git-based version control system. Build a more secure and compliant infrastructure for your organization while empowering your engineering team. With Abbey, you can improve your security and compliance programs by automatically controlling and right-sizing permissions so the risks around unauthorized access is limited in the event of a breach. Abbey acts as a companion to your existing infrastructure by automating access management for you. Your employees request access, Abbey collaborates with your infrastructure to provision access, they use the resources, and access is revoked when they're done.

Starting Price: $20 per user per month

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PI.EXCHANGE

Easily connect your data to the engine, either through uploading a file or connecting to a database. Then, start analyzing your data through visualizations, or prepare your data for machine learning modeling with the data wrangling actions with repeatable recipes. Get the most out of your data by building machine learning models, using regression, classification or clustering algorithms - all without any code. Uncover insights into your data, using the feature importance, prediction explanation, and what-if tools. Make predictions and integrate them seamlessly into your existing systems through our connectors, ready to go so you can start taking action.

Starting Price: $39 per month

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SayData

No more complicated SQL queries or complex programming languages, simply type in your question and let SayData do the rest. With natural language processing capabilities, easily explore your data and gain insights that might have gone unnoticed. We offer a comprehensive suite of data visualization and analysis tools, enabling you to explore your data and uncover insights in real time. Create custom dashboards and reports that showcase your data in a way that's easy to understand and act upon instantly. SayData is designed to understand and answer questions that are unique to your business. Out-of-the-box dashboard portal where your users can log in and securely view dashboards with their own data. Share analytics via a simple shareable link. Easily integrate into your Slack workspace. SayData is architected to ensure complete data privacy with best-in-class measures. We go through annual penetration tests to ensure our security is top-notch.

Starting Price: $20 per month

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Sturdy

Rather than listening to dozens of Gong recordings, clicking through hundreds of tickets, or wading through your CRM for hours, Sturdy gives you the facts and just the facts in seconds. Summaries are great, but Sturdy's AI takes summaries to the next level by giving you instant insights into trends and specific things to watch. Know what to work on next. Never hop on another Zoom call and wing it. Summaries are the thing you always wanted, and now they're here. With the snap of your fingers, you know which accounts are considering canceling and why. Congratulations, you've just become the hero who saved an account and started a renewal conversation because you've never been so prepared. With Sturdy, you can drill into every customer conversation to discover detailed information about specific processes, products, services, and so much more.

Starting Price: $497 per month

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journy.io

Stop crunching data scattered across various sources, searching for revenue potential and churn risks. Collect product, customer, and subscription data into journy.io, discover ideal customer profiles and their preferred product features, and engage with the most promising accounts and users. Get a deep understanding of common data points and key usage patterns that most impact acquisition, conversion, expansion, and churn. Trigger playbook automation on specific users from the most/least promising accounts to reach aspired conversion, expansion, and retention goals. Optimize these plays over time. Orchestrate engagement processes with 3rd party apps, using live-synced real-time product data. journy.io starts email drip campaigns, creates sales tasks in your CRM, triggers in-app onboarding sequences, or sends team notifications on Slack.

Starting Price: €200 per month

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Klu

Klu.ai is a Generative AI platform that simplifies the process of designing, deploying, and optimizing AI applications. Klu integrates with your preferred Large Language Models, incorporating data from varied sources, giving your applications unique context. Klu accelerates building applications using language models like Anthropic Claude, Azure OpenAI, GPT-4, and over 15 other models, allowing rapid prompt/model experimentation, data gathering and user feedback, and model fine-tuning while cost-effectively optimizing performance. Ship prompt generations, chat experiences, workflows, and autonomous workers in minutes. Klu provides SDKs and an API-first approach for all capabilities to enable developer productivity. Klu automatically provides abstractions for common LLM/GenAI use cases, including: LLM connectors, vector storage and retrieval, prompt templates, observability, and evaluation/testing tooling.

Starting Price: $97

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TalktoData

Unlock the power of advanced data analysis techniques such as correlation analysis, clustering, and forecasting. Create intricate and advanced visual representations and convey your discoveries confidently. Streamline your data preparation process with automated tools and free up valuable time to concentrate on what truly matters. TalktoData currently supports CSV, Excel files, and SQL databases (PostgreSQL, MySQL, MSSQL Server, Snowflake, etc.). If you need any specific format requirements, please reach out to us via chat support. Right now, we use the mix of both default ChatGPT (GPT-3.5 Turbo) and GPT-4. We never store any of your actual data; we just present the data to you, and it never gets near our databases. Also, your connection details are stored in our database as a hashed value to make sure that even if someone leaked our whole database, your databases would still be secure. We have a generous free plan; you can get started now.

Starting Price: $14.99 per month

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Business Software for Snowflake - Page 8

Top Software that integrates with Snowflake as of December 2025 - Page 8

Lightdash

Statsig

Quix

Clockspring

Openbridge

TiDB Cloud

Azure OpenAI Service

Einblick

HStreamDB

ToolJet

Vantage

Decube

Latitude

Rows

Pharmalite

Mason

Outerbase

Defog

LogicLoop

DevCycle

Togai

Scalytics Connect

Indexima Data Hub

Abbey

PI.EXCHANGE

SayData

Sturdy

journy.io

Klu

TalktoData