---
title: Snowflake Reviews
meta_title: 'Snowflake Reviews 2026: Details, Pricing, & Features | G2'
meta_description: Filter 760 reviews by the users' company size, role or industry
  to find out how Snowflake works for a business like yours.
aggregate_rating:
  rating_value: 4.5
  review_count: 760
  scale: '5'
date_modified: '2026-07-29'
parent_category:
  name: IT Infrastructure
  url: https://www.g2.com/categories/it-infrastructure
---

# Snowflake Reviews
**Vendor:** Snowflake, Inc.  
**Category:** [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse)  
**Average Rating:** 4.5/5.0  
**Total Reviews:** 760
## About Snowflake
Snowflake makes enterprise AI easy, efficient and trusted. Thousands of companies around the globe, including hundreds of the world’s largest, use Snowflake’s AI Data Cloud to share data, build applications, and power their business with AI. The era of enterprise AI is here. Learn more at snowflake.com (NYSE: SNOW).



## Snowflake Pros & Cons
**What users like:**

- Users appreciate the **ease of use** of Snowflake, finding it fast and effective for data sharing and analytics. (183 reviews)
- Users value the **reliable features** of Snowflake, enjoying its intuitive interface and seamless data integration for analytics. (118 reviews)
- Users find Snowflake&#39;s **data management capabilities** excellent for efficiently aggregating and querying across multiple datasets. (108 reviews)
- Users admire the **seamless scalability** of Snowflake, effortlessly accommodating work demands and ensuring optimal performance. (99 reviews)
- Users appreciate the **fast data analysis** of Snowflake, enabling quick insights without infrastructure worries. (90 reviews)
- Efficiency Improvement (89 reviews)
- Users appreciate the **excellent integrations** of Snowflake, enhancing data management and deployment across multiple cloud platforms. (88 reviews)
- Speed (86 reviews)
- Database Management (78 reviews)
- Easy Integrations (78 reviews)

**What users dislike:**

- Users find Snowflake&#39;s **high costs** burdensome, especially for small businesses with limited budgets. (91 reviews)
- Users find **feature limitations** in Snowflake, such as lack of code blocks and challenge in permissions management. (54 reviews)
- Users find that **cost management** requires discipline, as unexpected charges can accumulate quickly without careful monitoring. (44 reviews)
- Users find the **cost structure difficult to optimize** , leading to unexpectedly high initial expenses during implementation. (44 reviews)
- Users find Snowflake&#39;s **limited features** in dynamic scripts and monitoring hinder flexibility and usability. (42 reviews)
- Users find the **UI/UX challenging** and suggest better learning programs to improve the experience with Snowflake. (37 reviews)
- Missing Features (34 reviews)
- Users find the **poor UI design** of Snowflake overwhelming, especially for inexperienced team members requiring additional training. (34 reviews)
- Performance Issues (32 reviews)
- UX Design (29 reviews)

## Snowflake Reviews
  ### 1. Powerful platform for handling large data workloads easily !

**Rating:** 4.5/5.0 stars

**Reviewed by:** Leonard F. | Cyber Risk Consultant, Mid-Market (51-1000 emp.)

**Reviewed Date:** October 22, 2025

**What do you like best about Snowflake?**

I like how effortless it is to scale up or down based on workload. Queries run fast and the separation of storage and compute keeps performance consistent even when multiple users are active. The interface is clean and the integration with BI tools like Power BI and Tableau works perfectly for analytics projects.

**What do you dislike about Snowflake?**

Costs can climb quickly when queries run continuously. Some monitoring options feel limited unless you use external tools. The learning curve for role management is also a bit tricky at first.

**What problems is Snowflake solving and how is that benefiting you?**

It solved our data silos problem by centralizing everything in one warehouse. Different teams now access the same clean data without duplication. It saves hours each week since we don’t have to export or transform files manually. Collaboration between analytics and engineering teams is smoother which helps deliver reports faster.

  ### 2. Excellent for Storing and Working with Massive Data Fast

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Logistics and Supply Chain | Mid-Market (51-1000 emp.)

**Reviewed Date:** April 09, 2026

**What do you like best about Snowflake?**

It is very useful when you need to store very huge amounts of data and work with it quickly

**What do you dislike about Snowflake?**

Its AI agentic tools are still too naive and not that helpful

**What problems is Snowflake solving and how is that benefiting you?**

We use it to store many of our datatables, specially the biggest ones and to access them quickly

  ### 3. While expensive, Snowflake is the most full-featured, flexible, easy-to-use DBaaS on the market!

**Rating:** 4.5/5.0 stars

**Reviewed by:** Andy M. | Business Intelligence Architect, Mid-Market (51-1000 emp.)

**Reviewed Date:** June 27, 2025

**What do you like best about Snowflake?**

Incredibly easy to use. Little DB admin work is ever necessary.
Ability to scale your compute needs instantaneously.
Integrates with a massive list of 3rd party tools. Virtually every SaaS product that can integrate with a DB has a native Snowflake integration.
Huge ecosystem of ready-to-serve 3rd party data sources.

**What do you dislike about Snowflake?**

Snowflake is expensive.
It would be helpful if Snowflake integrated AI into the database more to help laypeople with performance tuning, query optimization, warehouse & cost management, etc. An inexperienced user can easy blow a lot of cash in Snowflake - without even realizing it - until the bills come due.

**What problems is Snowflake solving and how is that benefiting you?**

I run BI for my company and play a big role in data ops as well. Snowflake serves 3 major purposes for me:
1. It is our BI data warehouse. We ingest all our data to Snowflake and present it in Looker (which integrates natively with snowflake)
2. It is our data lake. In addition to ingesting just about any data we can into Snowflake, we use DBT to munge all the data together to produce final tables that we then push out to our 3rd party SaaS apps (e.g. Salesforce, Hubspot, Appcues, Customer.io, Zapier, Python/NodeJS services).
3. It serves as a low-volume transactional DB. Tools like Zapier, Pipedream, and Python/NodeJS services use Snowflake to push & pull transactional data where necessary.

  ### 4. Intuitive and User-Friendly Experience with Snowflake

**Rating:** 4.5/5.0 stars

**Reviewed by:** Vallabh P. | Programmer Analyst, Enterprise (> 1000 emp.)

**Reviewed Date:** December 17, 2025

**What do you like best about Snowflake?**

I find Snowflake to be quite intuitive and user-friendly. The interface makes it simple to locate everything I need.

**What do you dislike about Snowflake?**

I find the new UI rollout a bit uncomfortable, as I preferred the old layout for organizing things more effectively.

**What problems is Snowflake solving and how is that benefiting you?**

I work in data integration, and we use Snowflake both for integrating our data and for data warehousing to support our analysis needs.

  ### 5. Snowflake Handles Big Data Beautifully and Pairs Perfectly with PowerBI

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Information Technology and Services | Enterprise (> 1000 emp.)

**Reviewed Date:** April 14, 2026

**What do you like best about Snowflake?**

Snowflake consumes big volumes of data and works well with PowerBI to present customized outputs. Data organization and management is handled well by Snowflake!

**What do you dislike about Snowflake?**

Nothing - Snowflake does exactly what we need!

**What problems is Snowflake solving and how is that benefiting you?**

Snowflake is receiving data from multiple sources and platforms within the business and presents it together in one format/place. Data management and access control is great. Cost of subscribing and managing is attractive and does not appear to be overpriced. Support from Snowflake is excellent.

  ### 6. Superb Quality Services With AI Integration

**Rating:** 5.0/5.0 stars

**Reviewed by:** Merritt B. | Data Engineer, Mid-Market (51-1000 emp.)

**Reviewed Date:** August 04, 2025

**What do you like best about Snowflake?**

In managing the database and visualize the huge data in one framework Snowflake gives a very user friendly infrastructure to setup all data management related infra at one place with very interesting and best GUI.

**What do you dislike about Snowflake?**

Support of their technical and billing team really good and one of their team member Jhon, he is very friendly and supportive nature that always response on my mail and help me with any query.

**What problems is Snowflake solving and how is that benefiting you?**

I am working with my team and management person on the same project and here we can easily collaborate and share the files with each others. They having best GUI and interface that help a lots to visualize the dat and manage all data analytics related work without any hassle.

  ### 7. Cloud Data Warehouse That Really Scales!

**Rating:** 4.5/5.0 stars

**Reviewed by:** Veronika V. | Senior Accountant, Mid-Market (51-1000 emp.)

**Reviewed Date:** September 25, 2025

**What do you like best about Snowflake?**

I like how Snowflake makes managing big data so much easier. The queries run fast even with huge datasets. I can spin up compute resources as needed without waiting for IT. The interface is clean and easy to use and the way it separates storage and compute is really helpful for controlling costs.

**What do you dislike about Snowflake?**

The pricing model can be confusing at first. Some of the advanced features need extra learning and the documentation is detailed but not always easy to follow. Occasionally I have to double check query costs.

**What problems is Snowflake solving and how is that benefiting you?**

Snowflake has solved our slow reporting issues. We used to wait hours for big analytics queries. Now dashboards update quickly and the team can make decisions faster. It also simplifies data sharing across departments which helps collaboration and reduces errors.

  ### 8. Snowflake

**Rating:** 4.0/5.0 stars

**Reviewed by:** Aditya A. | Business Analyst, Enterprise (> 1000 emp.)

**Reviewed Date:** August 01, 2025

**What do you like best about Snowflake?**

One thing I really appreciate about Snowflake is how hassle-free it makes data integration from all sorts of sources. I’ve worked with other data platforms before, and I remember how much time was wasted on ETL jobs and infrastructure management. With Snowflake, you can spin up resources quickly and just focus on writing queries.

**What do you dislike about Snowflake?**

As a new user, I found Snowflake a bit confusing at first—especially the pricing model and setting up user roles. The interface is clean but can feel a little overwhelming when you're just getting started.

**What problems is Snowflake solving and how is that benefiting you?**

Snowflake makes it way easier to bring together data from different places and work with it all in one spot. I don’t have to worry about setting up hardware or dealing with slow performance when more people are using it. It saves me time and lets me focus on actually analyzing data instead of spending hours just trying to get things to work.

  ### 9. A Powerful Tool for Seamless Data Integration

**Rating:** 5.0/5.0 stars

**Reviewed by:** Werleman  T. | Business Intelligent Analyst, Mid-Market (51-1000 emp.)

**Reviewed Date:** December 02, 2025

**What do you like best about Snowflake?**

A powerful tool for integrating our company's data world.

**What do you dislike about Snowflake?**

The dashboard option is somewhat limited for a good user experience

**What problems is Snowflake solving and how is that benefiting you?**

Our need was to have the information from our different data sources centralized so that we could begin to structure our data governance and more easily enter the world of AI.

  ### 10. Good & Reliable for Data Analysis

**Rating:** 5.0/5.0 stars

**Reviewed by:** Antonette W. | Data Analyst, Mid-Market (51-1000 emp.)

**Reviewed Date:** August 04, 2025

**What do you like best about Snowflake?**

They have very good and reliable infrastructure that gives very user friendly interface to analyze and visualize the data with optimistic experience and also provide great insight that help our company growth.

**What do you dislike about Snowflake?**

Having a problem with their templates and open a support ticket with their team, they provide resolution within 24 hours and fix that issue without any delaying.

**What problems is Snowflake solving and how is that benefiting you?**

Snowflake have number of features and hassle free infrastructure where we can easily work on our data warehousing , DBMS, and Data analytics without any failure. They have also integration of AI Chatbots, Machine learning and many more that help our team to perform every Data related work at same place.

  ### 11. Effortless, Scalable Data Warehousing with Snowflake

**Rating:** 4.0/5.0 stars

**Reviewed by:** MOHD AHKAM I. | Data Analyst, Small-Business (50 or fewer emp.)

**Reviewed Date:** December 24, 2025

**What do you like best about Snowflake?**

I like best about Snowflake is how it makes advanced data warehousing simple, fast, and scalable without heavy infrastructure work.

**What do you dislike about Snowflake?**

If warehouses are left running or queries are poorly optimized, credit consumption increases fast. Cost control needs discipline.

**What problems is Snowflake solving and how is that benefiting you?**

Traditional databases struggle when data and users grow. Snowflake’s separation of compute and storage lets me scale performance instantly without impacting other users.
Benefit to me: Faster queries and no conflicts between ETL jobs and BI dashboards.

  ### 12. Sweet & simple installation Of Data Management Tool

**Rating:** 5.0/5.0 stars

**Reviewed by:** Muskan S. | Data Analyst, Consulting, Mid-Market (51-1000 emp.)

**Reviewed Date:** June 14, 2025

**What do you like best about Snowflake?**

They have very easy to integrate option and user friendly infrastructure that support skylight model to perform our work strategy to make our data insights better. I am using their analytical dashboards where I have very satisfactory experience without any error.

**What do you dislike about Snowflake?**

Nothing bad about their platform, all are working fine and good. Also, they are having number of features and integration that always make our work more easy to support multiple view points.

**What problems is Snowflake solving and how is that benefiting you?**

I am using the Snowflake mainly for only two reason the first one is dat analysis and the second one is data base management and really their both of integration make our work too smooth and hassle free. I am serving my company as a data Analyst and i do my complete work with only Snowflake platform only.

  ### 13. Intuitive and Scalable Data Platform with Effortless Management

**Rating:** 5.0/5.0 stars

**Reviewed by:** Rey Anthony M. | Lead, Data Engineering and Data Platforms, Mid-Market (51-1000 emp.)

**Reviewed Date:** January 09, 2026

**What do you like best about Snowflake?**

Snowflake is very intuitive to use. You can spin up a very scalable and powerful data platform without spending too much time in managing the infrastructure.

**What do you dislike about Snowflake?**

I would have loved to share Streamlit apps without creating Snowflake user accounts.

**What problems is Snowflake solving and how is that benefiting you?**

Snowflake helps us solve our data warehousing needs, giving us a scalable solution for our growing analytical needs in our company.

  ### 14. Reliable, Scalable, and Fast

**Rating:** 5.0/5.0 stars

**Reviewed by:** Allyson M. | Product Analyst, Mid-Market (51-1000 emp.)

**Reviewed Date:** April 23, 2025

**What do you like best about Snowflake?**

It just works! Query performance is consistently strong on large datasets, and the navigation around the tool is intuitive. I love the query version histories, and I love the way Snowflake integrates with everything else in our tech stack. As an analyst, it's key to be able to integrate Snowflake with Segment, Amplitude, and Sigma. Our team at Snowflake has been incredibly proactive and supportive with all of our internal users, from me as the analyst to the data engineers and data scientists.

There's more to Snowflake that I haven't even scratched the surface on (i.e. AI/ML), but our account managers are helping me get it set up.

**What do you dislike about Snowflake?**

The dashboarding in Snowflake isn't great, so I'd never build anything there to share with a stakeholder, but this isn't a real problem because Sigma works so well with Snowflake that I create all my dashboards there,.

**What problems is Snowflake solving and how is that benefiting you?**

Snowflake gives me access to ALL the data I need across all facets of the business! Product analytics platforms are great for in-app tracking, but they don't give me any visibility to data from the rest of the business. Snowflake allows me to answer any question from any stakeholder and is the backbone for trustworthy analytics. I don't have to rely on engineering for data pulls - I can access everything I need in the warehouse.

  ### 15. Powerful Business Management Platform With Reliability

**Rating:** 5.0/5.0 stars

**Reviewed by:** Ayushi M. | Data Analyst, Consulting, Mid-Market (51-1000 emp.)

**Reviewed Date:** June 13, 2025

**What do you like best about Snowflake?**

They have very interesting user guidelines and infrastructure where they have provided all documentation regarding using their services with beginner skills, and also they have the best customer support team that always provides the best and hassle-free solutions with quick replies.

**What do you dislike about Snowflake?**

Implementing their analytics and data warehouse with our company's internal data was something like hard, but they have guides that make our work easier to perform all tasks without getting any errors.

**What problems is Snowflake solving and how is that benefiting you?**

All the services and integration that Snowflakes provides, help a lot to us and gives next level of experience with affordable pricing. I am satisfy with the services and support so I recommend Snowfalke with my family and friends to try once if they have any data management needs or requirements.

  ### 16. Game-Changer for Data Warehousing and Analytics

**Rating:** 4.5/5.0 stars

**Reviewed by:** Kyle D. | Business Development Specialist, Mid-Market (51-1000 emp.)

**Reviewed Date:** July 01, 2025

**What do you like best about Snowflake?**

I love how Snowflake separates compute and storage, so we can scale them independently. It’s made handling unpredictable workloads so much more efficient and cost-effective. The performance is excellent — queries that used to take minutes now run in seconds. I also appreciate the straightforward SQL interface and the ease of sharing data securely across teams and partners. Overall, it’s just a powerful, user-friendly platform that’s dramatically improved our data operations.

**What do you dislike about Snowflake?**

While Snowflake is incredibly powerful, its pricing model can be hard to predict at times, especially for teams without tight governance on compute usage. It’s easy for costs to creep up if queries aren’t well optimized. I’ve also found that some advanced administration or tuning features require more of a learning curve. But overall, these are minor compared to the value we get from the platform.

**What problems is Snowflake solving and how is that benefiting you?**

We primarily use Snowflake as our cloud data warehouse to centralize all our business data. It serves as the backbone for reporting, dashboarding, and advanced analytics. We run ETL pipelines to transform raw data into analytics-ready datasets, and our BI tools connect directly to Snowflake for live querying. We also use it to share data securely with partners and other departments, and to support machine learning workloads by providing a single, scalable source of truth.

  ### 17. Affordable & Reliable Services

**Rating:** 5.0/5.0 stars

**Reviewed by:** Jinay P. | Analyst, Non-Profit Organization Management, Small-Business (50 or fewer emp.)

**Reviewed Date:** June 13, 2025

**What do you like best about Snowflake?**

They have very effective and initiative data management integration and tools that gives us a very effective error free module to complete our data analysis with pre define function and modules. Sharing the info and data sets with Snowflake is secure and reliable because they have very strict data policy TOS.

**What do you dislike about Snowflake?**

I like the easy to use approach and really their user interface are very supportive and great on performing analysis with their analytical dashboards.

**What problems is Snowflake solving and how is that benefiting you?**

Data management and analysis with Snowflake are good and easy to deploy and I recommend them with my current client and also I am using their platform from too long time where I have very satisfying experience to deal with their tech and management team.

  ### 18. Was fine until the last update

**Rating:** 3.5/5.0 stars

**Reviewed by:** Luke M. | Business Intelligence Analyst and Manager of Data Department, Mid-Market (51-1000 emp.)

**Reviewed Date:** November 25, 2025

**What do you like best about Snowflake?**

The ability to interact with our data warehouse.

**What do you dislike about Snowflake?**

The latest update has been a disaster. Scripts go missing and nothing is intuitive.

**What problems is Snowflake solving and how is that benefiting you?**

The ability to interact with all our data sources and have them communicate with one another.

  ### 19. Good experience managing data with Snowflake!

**Rating:** 4.5/5.0 stars

**Reviewed by:** Mateo R. | Analytics Manager, Mid-Market (51-1000 emp.)

**Reviewed Date:** September 11, 2025

**What do you like best about Snowflake?**

I like that storing and querying large datasets feels simple here. The performance is strong even when we scale up and it removes the heavy work of managing servers. The integration with BI tools is smooth which helps in analysis without wasting time.

**What do you dislike about Snowflake?**

Pricing can be unpredictable at times since usage affects cost quickly. The UI could be more intuitive for new users and some query monitoring features feel limited.

**What problems is Snowflake solving and how is that benefiting you?**

We use it mainly for centralizing data from different platforms. It has reduced delays in reporting and made it easier to collaborate across teams. Queries that took long on older systems now run faster which directly helps in making timely decisions.

  ### 20. A leading database solution in today’s market, offering robust and feature-rich capabilities

**Rating:** 5.0/5.0 stars

**Reviewed by:** Dushmanta s. | Quality Engineer Manager, Mid-Market (51-1000 emp.)

**Reviewed Date:** April 08, 2025

**What do you like best about Snowflake?**

1. Pay for what you use
2.Integration with different CSP's
3.Quick Data Copies Without Extra Storage
4.You can go back and see or restore older versions of your data.
5. Secure Data sharing
6.Handles Complex Data Formats
7. No Servers to Manage
8. Safe and secure
9. Multiple people can use it at same time
10. implementation is simple with great customer support

**What do you dislike about Snowflake?**

We have been using snowflake for more than a year or 2. till now we didn't have any issues. So No dislikes.

**What problems is Snowflake solving and how is that benefiting you?**

Get answers faster: You can run big reports quickly—even if you have tons of data.
Save money: You only pay when you're using it—no need to keep things running all the time.
No technical  headaches: Snowflake takes care of servers and updates, so you don’t have to.
Share data easily: You can give others access to live data without sending big files.
Handle all kinds of data: Whether it’s clean tables or messy logs, you can work with it all in one place.
Use it anywhere: Snowflake works across major cloud platforms like AWS, Azure, and Google Cloud—even in different locations.

  ### 21. Simple SQL Queries Across Data Sources—Straightforward and Effective

**Rating:** 5.0/5.0 stars

**Reviewed by:** Vincent F. J. | PLM System Architect, Enterprise (> 1000 emp.)

**Reviewed Date:** October 30, 2025

**What do you like best about Snowflake?**

The ability to use simple SQL language to query different data sources that have been dumped into the datalake.

**What do you dislike about Snowflake?**

Nothing that comes to mind, it's a pretty straight forward tool

**What problems is Snowflake solving and how is that benefiting you?**

It's allowing us to quickly query and create tables for Data Analytic and Dashboarding consumption.

  ### 22. Snowflake DWH ( Data warehouse) demystified

**Rating:** 5.0/5.0 stars

**Reviewed by:** Chiradeep B. | Senior Software Engineer, Enterprise (> 1000 emp.)

**Reviewed Date:** November 26, 2025

**What do you like best about Snowflake?**

The best part is the UI user interface and the option to integrate different application (Power BI DAXX) and PostgreSQl as a database seamless. 
Creating multiple roles and granting privilege to them streamline every aspect of data analysis.

**What do you dislike about Snowflake?**

Nothing as such, everything at par my expectation.

**What problems is Snowflake solving and how is that benefiting you?**

Better Insight on the data. 
Streamline every DWH ( Data warehouse operation) 
Facilitates every ETL ( Extract  transform and load) procedure

  ### 23. Excellent Choice For Data Management

**Rating:** 5.0/5.0 stars

**Reviewed by:** Amit Y. | Data Analyst, Information Technology and Services, Mid-Market (51-1000 emp.)

**Reviewed Date:** June 17, 2025

**What do you like best about Snowflake?**

Using snowflake for the data management is one of the profitable business I ever do because they have multiple features and ease to use integration that gives us a very effective and reliable solution for data management.

**What do you dislike about Snowflake?**

All are working fine and also they have quick implementation process that make their infra more useful and reliable for data security and data management.

**What problems is Snowflake solving and how is that benefiting you?**

Mainaging the datasets with Snowflake Data base management system is very ease to oprate and secure platform where we can analyse our data sets with effective modules and user friendly data analytics dashboards. I am using the system that fullfil my all data related works without any hassle.

  ### 24. Excellent Data Warehousing Solution

**Rating:** 4.0/5.0 stars

**Reviewed by:** Greg G. | Sr Data Analyst, Mid-Market (51-1000 emp.)

**Reviewed Date:** December 16, 2025

**What do you like best about Snowflake?**

Snowflake is a great data warehousing tool.

**What do you dislike about Snowflake?**

Snowflake can have high incurring cost at times.

**What problems is Snowflake solving and how is that benefiting you?**

Everything related to data warehousing.

  ### 25. Recent Snowflake capabilities that stand out

**Rating:** 4.0/5.0 stars

**Reviewed by:** Resat Y. | Cybersecurity, CISSP, Small-Business (50 or fewer emp.)

**Reviewed Date:** July 06, 2023

**What do you like best about Snowflake?**

Better ingestion, governance, and search
Snowflake’s newer generations of warehouses and adaptive compute features focus on automatically scaling and routing queries for better performance at the same or lower cost, reducing the need for manual tuning

**What do you dislike about Snowflake?**

there are some areas where it can improve: cost predictability, real-time/operational use cases, governance simplicity, and AI complexity for less mature teams

**What problems is Snowflake solving and how is that benefiting you?**

No governance trade-offs

  ### 26. Snowflake spams you into oblivion with fake email personnel at the company.

**Rating:** 0.0/5.0 stars

**Reviewed by:** Verified User in Mechanical or Industrial Engineering | Enterprise (> 1000 emp.)

**Reviewed Date:** March 04, 2026

**What do you like best about Snowflake?**

Lots of spam that will fill up your inbox.

**What do you dislike about Snowflake?**

Won't stop spamming using different email addresses each time.  I've tried unsubscribing but they just won't stop.

**What problems is Snowflake solving and how is that benefiting you?**

They are not helping anything.  They keep sending unsolicited emails and won't stop.  They are intentionally trying to bypass email spam filters by creating new ficticious From people each time.

  ### 27. Data Analytics with Snowflake

**Rating:** 5.0/5.0 stars

**Reviewed by:** Narayan M. | Data Analyst, Information Services, Mid-Market (51-1000 emp.)

**Reviewed Date:** July 12, 2025

**What do you like best about Snowflake?**

Managing and analysing the huge data set on snowflake was very easy to operate and their user friendly dashboard gives best visualization experience to visualize the data with diffrent methods and techniques.

**What do you dislike about Snowflake?**

We frequetly use Snowflake for data management and all their support we get is quck and responsive to manage database and handel big data analytical queries.

**What problems is Snowflake solving and how is that benefiting you?**

Their Data Inteligence gives the numb of pre defined templates and methods of data management and analysis. They provide the services with full strucrised infra and best user experience to manage all the data with Snowflake at one place.

  ### 28. Satisfactory Experience! With SnowFlake Platform

**Rating:** 5.0/5.0 stars

**Reviewed by:** Shrish K. | Research Analyst, Consulting, Mid-Market (51-1000 emp.)

**Reviewed Date:** June 12, 2025

**What do you like best about Snowflake?**

I am using their platform for my research and data management use where I have to analyze some custom data sets and they really give better integration and implementation that perform very well for us.

**What do you dislike about Snowflake?**

Only one time i have to connect with their support team at my initial phase and after that I never have any interaction with them for their services related issues.

**What problems is Snowflake solving and how is that benefiting you?**

They are providing the solution for all types of data management that help me to understand my end and requirement where I can use their platform without any hassle. They have many features and integration that perform very well and user friendly to manage all data.

  ### 29. Snowflake Data Warehouse is a Powerful Data Platform for Scale

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Financial Services | Mid-Market (51-1000 emp.)

**Reviewed Date:** July 29, 2025

**What do you like best about Snowflake?**

Snowflake is a powerful platform for managing and scaling large quantities of data. Its scalability and near-instant elasticity have been invaluable. Further, its ability to support AWS simplifies infrastructure planning and the creation of integrations. Finally, Snowflakes real-time instance data sharing capabilities allow us to share data across vendors which enables further data analysis.

**What do you dislike about Snowflake?**

Snowflake costs can escalate quickly if compute workloads aren’t monitored effectively, especially with less technical teams looking to spin up Views without oversight. Further, Snowflake is great for basic SQL workflows, but more advanced use cases require knowledge of Python.

**What problems is Snowflake solving and how is that benefiting you?**

Snowflake is helping us centralize data and create a source-of-truth for catalogues datasets. It is also allowing us to easily transfer data across systems and with external vendors.

  ### 30. Effortless Scalability with Impressive Performance

**Rating:** 5.0/5.0 stars

**Reviewed by:** Lukasz W. | Data Engineer, Enterprise (> 1000 emp.)

**Reviewed Date:** December 09, 2025

**What do you like best about Snowflake?**

I like that Snowflake is very scalable and appreciate the query performance using multi-cluster warehouse. I also found the initial setup to be very easy.

**What do you dislike about Snowflake?**

The query history profiler could be a little bit faster.

**What problems is Snowflake solving and how is that benefiting you?**

Snowflake eliminates the need for me to maintain the data, offers great scalability, and enhances query performance with its multi-cluster warehouse.

  ### 31. Scalable, Secure, and Developer-Flexible Cloud Data Platform

**Rating:** 5.0/5.0 stars

**Reviewed by:** Sampath K. | Security IAM Engineer II, Small-Business (50 or fewer emp.)

**Reviewed Date:** June 06, 2025

**What do you like best about Snowflake?**

Snowflake has compute and storage separated which is totally a game-changer— This allows seamless scaling without impacting any performance. 

The Role-based access control (RBAC) and integration with IDPs like JumpCloud or Azure AD via SAML makes it very secure, user-friendly and enterprise-ready.

**What do you dislike about Snowflake?**

Costing visibility and optimization the same can sometimes be tricky—while we only pay for what we use, unexpected spikes can happen if usage isn't monitored or spikes unobserved.

**What problems is Snowflake solving and how is that benefiting you?**

Snowflake is helping us in centralizing all our structured and semi-structured data into a sole individual platform without worrying about infrastructure management with this SaaS.
With the elastic scalability, we are no longer over-provisioning compute or worry about concurrency issues.

  ### 32. Data Management with Snowflake

**Rating:** 5.0/5.0 stars

**Reviewed by:** Vibha T. | Data Analyst, Logistics and Supply Chain, Mid-Market (51-1000 emp.)

**Reviewed Date:** July 10, 2025

**What do you like best about Snowflake?**

Every single features that Snowflake offer is very reliable and also they have best user interface where data analytics gives  more insghitful result. Theier services make value added experience to manage data sets.

**What do you dislike about Snowflake?**

Implementing the Snowflake is ease to setup and give gives hassle free environment and support. Theier frequent use make them our daily use software.

**What problems is Snowflake solving and how is that benefiting you?**

Data Warehouse and Data Analytics is very easy with Snowflake and their affordable and reliable services gives the best benifits to us. They have number of features that gives full data management system and cloud infrastructure.

  ### 33. Their Support Team Is Great

**Rating:** 4.0/5.0 stars

**Reviewed by:** Ankit S. | Data Analyst, Information Services, Mid-Market (51-1000 emp.)

**Reviewed Date:** June 11, 2025

**What do you like best about Snowflake?**

Maintain the data with Snowflake is very good and reliable for us because their analytical dashboards gives a best user interface to analyze the datasets for creating useful insights.

**What do you dislike about Snowflake?**

I am stuck where I am not able to connect my company internal database and I connect with their team and they fix the bug issues and solve the problem for me.

**What problems is Snowflake solving and how is that benefiting you?**

They have number of features where we can manage all types of data management related works only on snowflake and also they have reliable platform. Their pricing is the only part that create a hassle for us and otherwise all experience was really great for me.

  ### 34. Affordable & Reliable Data Management Tool

**Rating:** 5.0/5.0 stars

**Reviewed by:** Muskan S. | Project Manager, Internet, Small-Business (50 or fewer emp.)

**Reviewed Date:** July 10, 2025

**What do you like best about Snowflake?**

After evaluating Snowflake for a year i experience they have very effective and best user interface where we can manage our all clients data base and analyse the data with team in colaboative environment.

**What do you dislike about Snowflake?**

They have satisfying experience and also they are providing reliable support to manage privet data with secure privacy policy.

**What problems is Snowflake solving and how is that benefiting you?**

They are having mutiple integration and features at one place where we can easily manage our database, and use the data warehouse to store large datasets. They provide bst user dashboards to analyse the data to create meaningful inshigts.

  ### 35. A game changer for cloud based data warehousing

**Rating:** 4.5/5.0 stars

**Reviewed by:** Laura S. | IT Security Analyst, Mid-Market (51-1000 emp.)

**Reviewed Date:** May 28, 2025

**What do you like best about Snowflake?**

We build a centralised data warehouse on Snowflake to aggregate logistic data from Europe, Asia and North America. We use this setup to power real-time dashboards for our operations and customer service team. One of my favourite feature of Snowflake is its seamless integration with our existing ETL tool like Apache Airflow. The native support for semi structured data like JSON helped us on board external vendor feeds with minimal efforts. What I like best about Snowflake is its easy to use SQL interface and its learning curve is almost negligible for our team.

**What do you dislike about Snowflake?**

While the implementation overall was smooth, but the cost structure required some time to optimise. Our initial test runs were costlier than expected until we tuned warehouse sizes and auto suspend settings. Additionally, role based access control was a bit complex to configure initially.

**What problems is Snowflake solving and how is that benefiting you?**

Our team’s daily productivity has gone up and we no more wait hours for batch jobs or struggles with performance bottlenecks. We have also build an automated alerting system using Snowflake which has reduced our manual monitoring efforts by at least 30%.

  ### 36. Best application For Managing and Reporting with Data

**Rating:** 5.0/5.0 stars

**Reviewed by:** Heaven K. | Research Analyst, Information Technology and Services, Mid-Market (51-1000 emp.)

**Reviewed Date:** June 05, 2025

**What do you like best about Snowflake?**

Working and organizing the database and create analytical view point for the internal data is very use full for us and with Snowflake we can easily integrate and implement our methods to find best insight.

**What do you dislike about Snowflake?**

I have an issue in using their predefine function and got repeated error and I connect with the tech person and they solve the issue very quickly.

**What problems is Snowflake solving and how is that benefiting you?**

They have big data integration option where we can use publicly available huge dataset to identify and make an research on the data pattern for finding the solution for our business growth. Their reliability make them more affordable and useful data management platform for us.

  ### 37. Leading Solution For Storing & Managing Databases

**Rating:** 5.0/5.0 stars

**Reviewed by:** Pranav T. | Data Engineer, Information Technology and Services, Mid-Market (51-1000 emp.)

**Reviewed Date:** May 15, 2025

**What do you like best about Snowflake?**

All the quality and infrastructure of Snowflake is reliable and user friendly where we can easily store the huge datasets and also perform the number of methodology for make the insight from database. They help us to integrate the platform with our server and database for our easiness.

**What do you dislike about Snowflake?**

Support are qualifying and decent and always reply quick with full explanation of queries. So Like the support team that help a lot to me.

**What problems is Snowflake solving and how is that benefiting you?**

Their are multiple feature that Snowflake recently added like Chatbot and data cleaning room, Its provide more effective and user friendly work experience that manage all work without any issue. They help us to save our time and analysing on huge dataset very easily.

  ### 38. Perfect Data Analysis with Snowflake Solutions

**Rating:** 5.0/5.0 stars

**Reviewed by:** Iqra M. | Data Analyst, Information Technology and Services, Mid-Market (51-1000 emp.)

**Reviewed Date:** June 19, 2025

**What do you like best about Snowflake?**

SnowFlake have number of integration and features that gives best inshigts from data analysis reports and also the have pre defined function that help us to analyse data with effective and hassle free solutions.

**What do you dislike about Snowflake?**

Their support team always be their and support us and we frequent use Snowflake for our internal data analysis and database management.

**What problems is Snowflake solving and how is that benefiting you?**

Their Big Data Integration gives soltion to integrate snowflake ith our send database to store data on their cloud and also they have strong and user friendly infrastructure tha gives very supporting analytical view and user friendly analytical dashboard for data analysis.

  ### 39. Data Management With SnowFlake

**Rating:** 5.0/5.0 stars

**Reviewed by:** Santosh M. | Data Analyst, Information Services, Mid-Market (51-1000 emp.)

**Reviewed Date:** June 16, 2025

**What do you like best about Snowflake?**

Working on Snowflake to maintain data management is best and user friendly infrastructure. their services have best integrations. I like the working and implemetation process of Snowflake that gives very fast deployment and data analysis experience to me.

**What do you dislike about Snowflake?**

Not, I don't have any negative view point about snowflake yet because all are going good without any issue.

**What problems is Snowflake solving and how is that benefiting you?**

They have multiple features that gives us a strong and reliable working environment to analyse the huge data set and also they have multiple addtion integration that help us to manage other data management need without any extra effots or cost.

  ### 40. Good To Use Services for Data Management

**Rating:** 5.0/5.0 stars

**Reviewed by:** Abhay S. | Data Analyst, Marketing and Advertising, Mid-Market (51-1000 emp.)

**Reviewed Date:** June 12, 2025

**What do you like best about Snowflake?**

Not bad!, They having a all integration and features that necessary for the data management platform. The work environment is good and user friendly interface make work more ease to use.

**What do you dislike about Snowflake?**

There are many players in the market that giving the same stuff on better price but the reliability of the Snowflake make them our first choice always.

**What problems is Snowflake solving and how is that benefiting you?**

Working on the data cleaning and analyzing with snowflake is the most likely work for me that I always preferred on my job role because their user friendly infrastructure gives best experience to complete the data organization process without any hassle.

  ### 41. Services With Multiple Features & Integrations

**Rating:** 5.0/5.0 stars

**Reviewed by:** Nikhil U. | Data Analyst, Information Services, Mid-Market (51-1000 emp.)

**Reviewed Date:** June 12, 2025

**What do you like best about Snowflake?**

Snowflakes provides us a verities of features and integration option where we have to perform  multiple methods to create an insights from the data. They have best supportive documentation and guide video for beginners.

**What do you dislike about Snowflake?**

We are glad to use and perform our data analytical with snowflake without any hassle and also Its improve our productivity and data management.

**What problems is Snowflake solving and how is that benefiting you?**

I personally using snowflake for my current and previous company and I always have best and satisfactory experience with their platform. They have reliable and affordable services that always work for us to perform data management and data cleaning.

  ### 42. Best Cloud Platform For Data Management

**Rating:** 5.0/5.0 stars

**Reviewed by:** Akhil S. | Data Analyst, Information Technology and Services, Small-Business (50 or fewer emp.)

**Reviewed Date:** June 03, 2025

**What do you like best about Snowflake?**

Many integration and user friendly environment gives a very high quality services that make them more reliable and affordable for data management tool. their services help us to improve our work quality.

**What do you dislike about Snowflake?**

Snowflake have user friendly UIUX and also they fulfill all integration and custom requirements to manage data more effectively.

**What problems is Snowflake solving and how is that benefiting you?**

Learning new skills and managing and analyzing Datasets with Snowflake is very satisfying experience for me where I learnt lots of new things on their platform. They have very effective and reliable solution for managing the database for handling all clients and create an insight from their work.

  ### 43. Best & Powerful Solution for Data Management

**Rating:** 5.0/5.0 stars

**Reviewed by:** Mabel  W. | Data Analyst, Internet, Small-Business (50 or fewer emp.)

**Reviewed Date:** May 05, 2025

**What do you like best about Snowflake?**

SnowFlake have the most reliable and ease to use infrastructure where we can easily integrate our google loud with their platform and perform the data management tasks very easily.

**What do you dislike about Snowflake?**

I am using their platform from last year and I love them most because I also have experience on other platform but the user infrastructure and UI/UX of SnowFlake is really great for me.

**What problems is Snowflake solving and how is that benefiting you?**

They have multiple integration and also we can perform multiples task n Snowflake. I am working on Snowflake for data cleaning and sorting purpose where I also analyze the data set and create a useful insight for my team with the help of data pattern.

  ### 44. Simplify Enterprise Data and AI

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Chemicals | Mid-Market (51-1000 emp.)

**Reviewed Date:** September 23, 2025

**What do you like best about Snowflake?**

Many things I like. Starting with great all round security features build in. Next one will be scalability because users can  scale compute and storage resources up or down to meet  demands. Next one is ease of use and Management and real multi-cloud and cloud-native. Las willbe ease of integration and ease of implementation.

**What do you dislike about Snowflake?**

Only a few smaler things. First will be still small community. Growing but small.Next one - migration can be little complex and dificult. Last but not least will be cost complexity -pay-as-you-go model can lead to rapidly escalating costs without monitoring and optimization.

**What problems is Snowflake solving and how is that benefiting you?**

Great tool for real data warehouse and data science and machine learning platforms.

  ### 45. Innovative Features Elevate Snowflake Experience

**Rating:** 5.0/5.0 stars

**Reviewed by:** Aashu V. | Data Engineering Manager, Enterprise (> 1000 emp.)

**Reviewed Date:** December 16, 2025

**What do you like best about Snowflake?**

New features of snowflake covering agentic ai, nlp , lifecycle policy

**What do you dislike about Snowflake?**

Pace of changes are very fast and it is difficult to catch up

**What problems is Snowflake solving and how is that benefiting you?**

Making analytics faster for our business

  ### 46. Powerful API Integrations, But Requires Expert Setup

**Rating:** 3.5/5.0 stars

**Reviewed by:** Jonathan A. | Global eCommerce &amp; Global Marketing, Enterprise (> 1000 emp.)

**Reviewed Date:** December 16, 2025

**What do you like best about Snowflake?**

API capabilities and connections to other software

**What do you dislike about Snowflake?**

You need a dedicated team and expertise to implement and use properly

**What problems is Snowflake solving and how is that benefiting you?**

massive data complexities involving records with thousands of columns

  ### 47. Best Cloud Data Architecture with Impressive Results

**Rating:** 4.0/5.0 stars

**Reviewed by:** Ashish P. | Assistant Manager, Small-Business (50 or fewer emp.)

**Reviewed Date:** December 22, 2025

**What do you like best about Snowflake?**

It has best architecture for cloud data , result oriented

**What do you dislike about Snowflake?**

Time taking for output and it's autoupdate

**What problems is Snowflake solving and how is that benefiting you?**

Cloud based data storage , data sharing

  ### 48. Fantastic and more reliable platform for data management

**Rating:** 5.0/5.0 stars

**Reviewed by:** Sachin S. | Data Analyst, Information Technology and Services, Mid-Market (51-1000 emp.)

**Reviewed Date:** June 07, 2025

**What do you like best about Snowflake?**

They offer a realistic experience and very user-friendly services, making them a more valuable entity for my company. Their support provides a quick response and affordable pricing.

**What do you dislike about Snowflake?**

Their infrastructure gives ease of use and the best analytics and data management integration. They provide several options to add features to our Snowflake accounts.

**What problems is Snowflake solving and how is that benefiting you?**

For Analysing the big data queries and data handling is very ease to oprate with snowflake. Their services make our work more valuable and fantastic to create new insights from the datasets.

  ### 49. Powerful Cloud Data Warehouse with Excellent Scalability

**Rating:** 5.0/5.0 stars

**Reviewed by:** Kannan K. | Snowflake Consultant, Mid-Market (51-1000 emp.)

**Reviewed Date:** October 02, 2025

**What do you like best about Snowflake?**

Separation of storage and compute, allowing independent scaling

**What do you dislike about Snowflake?**

Pricing model can be difficult to predict for budgeting purposes

**What problems is Snowflake solving and how is that benefiting you?**

Centralizes data from multiple sources into one platform

  ### 50. Verities of Features and Integrations

**Rating:** 5.0/5.0 stars

**Reviewed by:** Manjusha G. | Data Analyst, Information Technology and Services, Mid-Market (51-1000 emp.)

**Reviewed Date:** June 04, 2025

**What do you like best about Snowflake?**

Snowflakes have various features and data management tools that manage all our business data and help us analyze the best insights from the internal or external data sets.

**What do you dislike about Snowflake?**

I am amazed by their user-friendly infrastructure, which gives us a very optimal experience at an affordable price.

**What problems is Snowflake solving and how is that benefiting you?**

We are using Snowflake for Data cleaning, Analyszing the data and also store the data on warehouse and all their integration work very optemestic without any hassle. They provide the best environment to handle and tackle any hard situation.


## Snowflake Discussions
  - [What&#39;s the best way to manage change data capture in Snowflake?](https://www.g2.com/discussions/what-s-the-best-way-to-manage-change-data-capture-in-snowflake) - 4 comments, 2 upvotes
  - [What is Snowflake used for?](https://www.g2.com/discussions/what-is-snowflake-used-for) - 2 comments, 1 upvote
  - [Why Python is best for career?](https://www.g2.com/discussions/why-python-is-best-for-career) - 1 comment, 1 upvote
  - [How do you optimize query performance in snowflake while analysing?](https://www.g2.com/discussions/how-do-you-optimize-query-performance-in-snowflake-while-analysing) - 1 comment, 1 upvote
  - [Snowflake - how to connect to Snowflake using NodeJS](https://www.g2.com/discussions/snowflake-how-to-connect-to-snowflake-using-nodejs) - 2 comments, 1 upvote

- [View Snowflake pricing details and edition comparison](https://www.g2.com/products/snowflake/reviews?open_modal_url=%2Fproducts%2Fsnowflake%2Fwishlists%3Fhost_path%3D%252Fproducts%252Fsnowflake%252Freviews%253Fopen_modal_url%253D%25252Fproducts%25252Fsnowflake%25252Fwishlists%25253Fhost_path%25253D%2525252Fproducts%2525252Fsnowflake%2525252Freviews%2525253Fpage%2525253D3%252526source%25253Dsticky_header_pin%2526page%253D4%26source%3Dpdp_avatar&page=3&section=pricing&secure%5Bexpires_at%5D=2026-07-30+19%3A22%3A17+-0500&secure%5Bsession_id%5D=9daf62e5-124e-44e2-a1ed-40c8b927f693&secure%5Btoken%5D=5f4058601015ed2ca1c97ef251c96292111606bbee55f087dc0d1d129a8c641e&format=llm_user)
## Snowflake Integrations
  - [Adverity](https://www.g2.com/products/adverity/reviews)
  - [Agentforce Sales (formerly Salesforce Sales Cloud)](https://www.g2.com/products/agentforce-sales-formerly-salesforce-sales-cloud/reviews)
  - [Airtable](https://www.g2.com/products/airtable/reviews)
  - [Amazon EC2](https://www.g2.com/products/amazon-ec2/reviews)
  - [Amazon Elastic Container Service (Amazon ECS)](https://www.g2.com/products/amazon-elastic-container-service-amazon-ecs/reviews)
  - [Amazon S3 Glacier](https://www.g2.com/products/amazon-s3-glacier/reviews)
  - [Anaplan](https://www.g2.com/products/anaplan/reviews)
  - [Apache Airflow](https://www.g2.com/products/apache-airflow/reviews)
  - [Apache Kafka](https://www.g2.com/products/apache-kafka/reviews)
  - [Appian](https://www.g2.com/products/appian/reviews)
  - [Applicant Tracking System](https://www.g2.com/products/info-tech-systems-integrators-applicant-tracking-system/reviews)
  - [Athena](https://www.g2.com/products/bennett-technologies-pvt-ltd-athena/reviews)
  - [Atlassian Atlas](https://www.g2.com/products/atlassian-atlas/reviews)
  - [Attentive](https://www.g2.com/products/attentive/reviews)
  - [AWS Glue](https://www.g2.com/products/aws-glue/reviews)
  - [AWS Lambda](https://www.g2.com/products/aws-lambda/reviews)
  - [Azure Databricks](https://www.g2.com/products/azure-databricks/reviews)
  - [Azure Pipelines](https://www.g2.com/products/azure-pipelines/reviews)
  - [Braze](https://www.g2.com/products/braze/reviews)
  - [Codex](https://www.g2.com/products/openai-codex/reviews)
  - [Collate](https://www.g2.com/products/collate-collate/reviews)
  - [Dataiku](https://www.g2.com/products/dataiku/reviews)
  - [dbt](https://www.g2.com/products/dbt/reviews)
  - [dbt + Looker](https://www.g2.com/products/dbt-looker/reviews)
  - [ETL tools](https://www.g2.com/products/etl-tools/reviews)
  - [Fivetran](https://www.g2.com/products/fivetran/reviews)
  - [ICEBERG](https://www.g2.com/products/iceberg/reviews)
  - [Informatica Cloud Data Integration](https://www.g2.com/products/informatica-cloud-data-integration/reviews)
  - [Informatica PowerCenter](https://www.g2.com/products/informatica-powercenter/reviews)
  - [Jotform](https://www.g2.com/products/jotform/reviews)
  - [Looker](https://www.g2.com/products/looker/reviews)
  - [Metabase](https://www.g2.com/products/metabase/reviews)
  - [Microsoft Excel](https://www.g2.com/products/microsoft-excel/reviews)
  - [Microsoft Power BI](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews)
  - [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews)
  - [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews)
  - [MuleSoft Anypoint Platform](https://www.g2.com/products/mulesoft-anypoint-platform/reviews)
  - [n8n](https://www.g2.com/products/n8n/reviews)
  - [NextGen Healthcare EHR](https://www.g2.com/products/nextgen-healthcare-ehr/reviews)
  - [Okta](https://www.g2.com/products/okta/reviews)
  - [Omni Analytics](https://www.g2.com/products/omni-analytics-inc-omni-analytics/reviews)
  - [PostgreSQL](https://www.g2.com/products/postgresql/reviews)
  - [PowerBI Tiles Pro](https://www.g2.com/products/powerbi-tiles-pro/reviews)
  - [Python](https://www.g2.com/products/python/reviews)
  - [Qualtrics Market Research](https://www.g2.com/products/qualtrics-market-research/reviews)
  - [Salesforce Headless 360 Platform (formerly Salesforce Platform)](https://www.g2.com/products/agentforce-360-platform-formerly-salesforce-platform/reviews)
  - [ServiceNow IT Service Management](https://www.g2.com/products/servicenow-it-service-management/reviews)
  - [Shopify](https://www.g2.com/products/shopify/reviews)
  - [Sigma](https://www.g2.com/products/sigma-computing-sigma/reviews)
  - [Superset](https://www.g2.com/products/superset/reviews)
  - [Tableau](https://www.g2.com/products/tableau/reviews)
  - [Twilio Segment](https://www.g2.com/products/twilio-segment/reviews)
  - [Via.Delivery](https://www.g2.com/products/via-delivery/reviews)

## Snowflake Features
**Administration**
- Data Modelling
- Recommendations
- Workflow Management
- Dashboards and Visualizations

**Deployment**
- Language Flexibility
- Framework Flexibility
- Versioning
- Ease of Deployment
- Scalability

**System**
- Data Ingestion & Wrangling

**Data Management**
- Data Integration
- Data Compression
- Data Quality
- Built-In Data Analytics
- In-Database Machine Learning
- Data Lake Analytics

**Management**
- Data dictionary
- Data Replication
- Query Language
- Data Modeling
- Performance Analysis

**Storage**
- Data Model
- Data Types

**Management**
- Business Glossary
- Data Discovery
- Data Profililng
- Reporting and Visualization
- Data Lineage

**Deployment**
- Language Flexibility
- Framework Flexibility
- Versioning
- Ease of Deployment
- Scalability

**Centralized computation**
- Centralized Computation

**Model Development**
- Language Support
- Drag and Drop
- Pre-Built Algorithms
- Model Training

**Database**
- Real-Time Data Collection
- Data Distribution
- Data Lake

**Data Transformation**
- Real-Time Analytics
- Data Querying

**Compliance**
- Sensitive Data Compliance
- Training and Guidelines
- Policy Enforcement
- Compliance Monitoring

**Management**
- Cataloging
- Monitoring
- Governing
- Model Registry

**Model Development**
- Feature Engineering

**Integration**
- AI/ ML Integration
- BI Tool Integration
- Data lake Integration

**Maintenance**
- Data Migration
- Backup and Recovery
- Multi-User Environment

**Availability**
- Auto Sharding
- Auto Recovery
- Data Replication

**Security**
- Access Control
- Roles Management
- Compliance Management

**Operations**
- Metrics
- Infrastructure management
- Collaboration

**Localized computation**
- Localized computation

**Machine/Deep Learning Services**
- Computer Vision
- Natural Language Processing
- Natural Language Generation
- Artificial Neural Networks

**Integrations**
- Hadoop Integration
- Spark Integration

**Data Quality**
- Data Preparation
- Data Distribution
- Data Unification

**Machine/Deep Learning Services**
- Natural Language Understanding
- Deep Learning

**Deployment**
- On-Premise
- Cloud

**Security**
- Data Encryption
- User Access Control

**Performance**
- Integrated Cache

**Maintainence**
- Data Quality Management
- Policy Management

**Management**
- Cataloging
- Monitoring
- Governing

**Deployment**
- Managed Service
- Application
- Scalability

**Platform**
- Machine Scaling
- Data Preparation
- Spark Integration

**Connectivity**
- Hadoop Integration
- Spark Integration
- Multi-Source Analysis
- Data Lake

**Performance **
- Scalability

**Security**
- Role-Based Authorization
- Authentication
- Audit Logs
- Encryption

**Generative AI**
- AI Text Generation
- AI Text Summarization

**Generative AI**
- AI Text Generation
- AI Text Summarization

**Processing**
- Cloud Processing
- Workload Processing

**Operations**
- Data Visualization
- Data Workflow
- Governed Discovery
- Embedded Analytics
- Notebooks

**Security**
- Data Governance
- Data Security

**Support**
- Multi-Model
- Operating Systems

**Generative AI**
- AI Text Generation
- AI Text Summarization
- AI Text-to-Image

**Agentic AI - Data Governance**
- Autonomous Task Execution
- Multi-step Planning
- Cross-system Integration
- Adaptive Learning
- Natural Language Interaction
- Decision Making

**Generative AI**
- AI Text Generation
- AI Text Summarization

**Agentic AI - Data Science and Machine Learning Platforms**
- Autonomous Task Execution
- Multi-step Planning
- Cross-system Integration
- Adaptive Learning
- Natural Language Interaction
- Proactive Assistance
- Decision Making

**Building Reports**
- Data Transformation
- Data Modeling
- WYSIWYG Report Design
- Integration APIs

**Platform**
- Mobile User Support
- Customization 
- User, Role, and Access Management
- Internationalization
- Sandbox / Test Environments
- Performance and Reliability
- Breadth of Partner Applications

## Top Snowflake Alternatives
  - [Databricks](https://www.g2.com/products/databricks/reviews) - 4.6/5.0 (1,326 reviews)
  - [Cloudera](https://www.g2.com/products/cloudera/reviews) - 4.1/5.0 (131 reviews)
  - [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) - 4.5/5.0 (1,144 reviews)

