---
title: Snowflake Reviews
meta_title: 'Snowflake Reviews 2026: Details, Pricing, & Features | G2'
meta_description: Filter 757 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: 757
  scale: '5'
date_modified: '2026-07-20'
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:** 757
## 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. Impressive Data Storage, but Lacks Integrated Infrastructure

**Rating:** 3.0/5.0 stars

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

**Reviewed Date:** November 03, 2025

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

The ability to store large datasets is staggering, and ability access at faster speed is something I like

**What do you dislike about Snowflake?**

Snowflake being an independent service rather than an add-on to the infrastructure is a feature that's often highlighted.

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

Snowflake solves the problem

  ### 2. Great data cloud platform for dev teams and analytics!

**Rating:** 4.5/5.0 stars

**Reviewed by:** Tomas K. | Database Engineer, Mid-Market (51-1000 emp.)

**Reviewed Date:** June 12, 2025

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

We love how it separates storage and compute so we can scale with client project needs. Queries run fast even on large tables and we can spin up new warehouses in minutes This flexibility works well when we need to test new features or run analytics without worrying about infrastructure limits

**What do you dislike about Snowflake?**

The UI could be simpler for new team members rest i dont have complaints about.

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

Before we used Snowflake we struggled with slow queries and data siloing across environments. Now we can centralize log data ETL builds and client reports in one place.It helps our devs and data analysts collaborate more effectively and speeds up delivery.

  ### 3. Scalable and User-Friendly Cloud Data Platform

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Computer Software | Enterprise (> 1000 emp.)

**Reviewed Date:** March 14, 2025

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

The ability to manage very large data sets, straightforward queries and fast performance. Their integration with powerBI which is our preferred reporting tool is very easy to use also. Their design is quite slick and modern. They also take data security very seriously but also allow for cross team collaboration.

**What do you dislike about Snowflake?**

It can take some time to familiarise yourself with snowflake when moving from other platforms and the cost of maintenance can tend to increase over time due to the pay per use model.

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

We use snowflake to manage very large data sets of in-product usage data that help inform business decisions. The speed at which the system can handle complex queries into such a large dataset has saved a lot of time and improved our teams productivity. 

We also use it to merge data from multiple sources to provide a more wholisitic 360 degree view of our customers.

  ### 4. Snowflake review by admin

**Rating:** 5.0/5.0 stars

**Reviewed by:** Shubham D. | SysOps Admin, Mid-Market (51-1000 emp.)

**Reviewed Date:** December 24, 2024

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

So in our company users were creating databases and warehouses for doing poc and then they do not delete or pause the warehouses that give the  higher costing. So we created specific roles and users and one common databases for all so that cost optimization can work and created a dashboard which shows which warehouse using how much credits and we set the default to xs.

**What do you dislike about Snowflake?**

So far i dont find any problem now the mfa also enabled for the users so security also no issue

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

So in our company users were creating databases and warehouses for doing poc and then they do not delete or pause the warehouses that give the  higher costing. So we created specific roles and users and one common databases for all so that cost optimization can work and created a dashboard which shows which warehouse using how much credits and we set the default to xs.
So after this creation got the appreciation from team as we got the dashboard by which things go easier to manage and it helps in cost optimization

  ### 5. One of the best Data warehousing tool for your ETL needs!

**Rating:** 4.5/5.0 stars

**Reviewed by:** Ajinkya J. | Sr. Infrastructre Engineer, Mid-Market (51-1000 emp.)

**Reviewed Date:** December 12, 2024

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

- Simple and Modern UI.
- User management and Provisioning is much simpler once you implment the Single sign on with provisioning functionality.
- Roles and permission management is straight forward, snowflake has detailed documents for priviledges syntex etc.
- Manging databases, schema and it's objects is a breeze (be it via worksheet or via snowflake UI).
- Setting up resource monitor helps a lot to track your credits consumption and get alerts for exhausting credit quota depending on the alerts that you set.
- Dashboard and budget functionality is also there, by which getting insights of credit usage by warehouse, by role, etc. all details are easily available.
-Snowflake supports various Warehouse sizes from Xsmall to 4XL to support you ETL needs, with auto pause and clustering features.

**What do you dislike about Snowflake?**

As of now everything is working fine and nothing that I dislike as of now.

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

Snowflake is solving the ETL needs for our data warehousing solutions, while simplfying the Administration work.

  ### 6. A good DBMS and Query tool for Analysts

**Rating:** 4.5/5.0 stars

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

**Reviewed Date:** August 11, 2025

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

1. Super Fast for large datasets even with a XS warehouse
2. Optimized Queries
3. Cortex Feature allows easy Querying

**What do you dislike about Snowflake?**

1. Non OLTP
2. Doesn't show multiple outputs at once

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

Querying as an OLAP layer.

  ### 7. Best cloud data warehousing software with data pre processing functionality as well

**Rating:** 4.0/5.0 stars

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

**Reviewed Date:** May 28, 2025

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

I use snowflake mainly for business intelligence and analytics. Its performance and scalability is high end. I can also select more resources for running queries whenever required. And to the top of it is its integration with dashboarding tools which allows seamless representation of data that we have stored in snowflake

**What do you dislike about Snowflake?**

Felt some glitches with new console (queries sometimes stop when tabs switched) in running queries. Else everything is great.

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

It's solving my problem of easily accessing all data from one place and writing high end data pre processing and analysing queries in SQL and python. Finally, integrating and representing the final structured data into different dashboarding tools

  ### 8. Snowflake Review is a Powerful, Scalable Data Platform for Daily Use

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Information Technology and Services | Small-Business (50 or fewer emp.)

**Reviewed Date:** May 13, 2025

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

What I like best about Snowflake is its speed, scalability, and how easy it makes working with complex SQL queries. I deal with layered CTEs, large datasets, and performance analysis daily, and Snowflake handles it smoothly with minimal latency. The ability to scale compute resources on demand is a big advantage—especially when running resource-intensive queries.

**What do you dislike about Snowflake?**

What I dislike about Snowflake is that while it's powerful, some parts of the user experience and debugging process could be improved.

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

Snowflake is solving several key problems related to data scalability, performance, and accessibility, which directly benefits my daily work.
1.) Scalability and Performance
2.) Data Centralization
3.) Secure Data Sharing
4.) No Infrastructure Management

  ### 9. Vipul review on snowflake

**Rating:** 5.0/5.0 stars

**Reviewed by:** Vipul K. | Lead Test Engineer, Enterprise (> 1000 emp.)

**Reviewed Date:** July 03, 2025

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

Rich library and very easy to use and code for warehousing project

**What do you dislike about Snowflake?**

As of now i am not having any concerns with snowflake

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

Easy to maintain data in snowflake and if the other db is in snowflake itself then the replication is fast

  ### 10. Fast software to use

**Rating:** 4.5/5.0 stars

**Reviewed by:** Hao  L. | data analyst, Enterprise (> 1000 emp.)

**Reviewed Date:** July 31, 2025

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

It is a fast-processing software compared with other one

**What do you dislike about Snowflake?**

Maybe the user face can be improved a little bit

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

Snowflake processed data in a fast speed

  ### 11. Blazing Fast Data Processing for Large Volumes

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Computer Software | Enterprise (> 1000 emp.)

**Reviewed Date:** November 26, 2025

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

It's processing time of huge number of records in short time

**What do you dislike about Snowflake?**

There is a lag of 24 hrs of sync of data between external system and snowflake

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

It is helping in running reports which will take long time to run in excel

  ### 12. Phenomenal Software

**Rating:** 5.0/5.0 stars

**Reviewed by:** Steve D. | Manager, Enterprise (> 1000 emp.)

**Reviewed Date:** June 17, 2025

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

The separation of storage and compute resources is a game-changer. It means I can scale up my compute power for intense queries without affecting storage costs, and vice versa. This independent scaling is incredibly efficient and cost-effective.

**What do you dislike about Snowflake?**

I dont have any negative comments abiut snowflake

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

Storage

  ### 13. Best platform for storing and analyzing large amount of data

**Rating:** 4.0/5.0 stars

**Reviewed by:** Swapnil P. | QA Engineer, Small-Business (50 or fewer emp.)

**Reviewed Date:** September 02, 2025

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

Very fast querying with huge datasets. Storage and Compute also independent.

**What do you dislike about Snowflake?**

Its Dependent on cloud availability like if any cloud servers are down then snowflake also affected.

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

I don't need hardware for storing data. Also it is easy to use.

  ### 14. Snowflake as datawarehouse

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Retail | Enterprise (> 1000 emp.)

**Reviewed Date:** May 16, 2025

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

- database itself is by far the most feature rich, includes all analytics, statistics, ML, AI and many more
- enables batch and streaming processing, provides native SCD  solution
- very secure by design
- scaleable performance from tiny to huge sandboxes (VPS)
- zero copy cloning db/schema/table enables you to have production env for testing in couple minutes

**What do you dislike about Snowflake?**

- as any other cloud solution it gets quite expensive if you don't pay attention to proper ELT solution

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

company data warehouse runs fully in snowflake, connecting to it via tableau.

  ### 15. The must-have data tool that every growth team should have

**Rating:** 5.0/5.0 stars

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

**Reviewed Date:** May 30, 2025

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

I like the fully customized approach that Snowflake provides, independent of the level of SQL knowledge of each user.

**What do you dislike about Snowflake?**

When first using Snowflake, it may seem that it is a more complex tool than it really is. Probably at the first try, users might spend more time discovering how the UI works, but after a few hours it gets easier than ever.

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

I use Snowflake to integrate with third party tools, allowing me to match internal data with industry standards.

  ### 16. SnowFlake Hands-on Experienced Review

**Rating:** 4.0/5.0 stars

**Reviewed by:** Jayesh S. | Software Developer, Information Technology and Services, Mid-Market (51-1000 emp.)

**Reviewed Date:** June 05, 2025

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

Third party integration and exporting data is quite simple and efficient.

**What do you dislike about Snowflake?**

Role Based Access Control sometimes gets messy, and data sharing is expensive.

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

Storing the data and reusing it in 3rd party application.

  ### 17. Snowflake Platform Review

**Rating:** 5.0/5.0 stars

**Reviewed by:** M M. | Data Analyst, Enterprise (> 1000 emp.)

**Reviewed Date:** June 05, 2025

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

Easy to use
user friendly to connect to Power BI

**What do you dislike about Snowflake?**

Sometimes it takes more time to execute queries

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

it is user friendly while writing SQL query

  ### 18. Fast & Efficient cloud data warehouse

**Rating:** 5.0/5.0 stars

**Reviewed by:** Rijul S. | Lead Data Engineer, Enterprise (> 1000 emp.)

**Reviewed Date:** October 15, 2024

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

Ease of usage
Fast in memory querying
Fast query response
Seamless integration with dbt [data build tool]
Easy to learn and understand
Easy to implement with existing data engineering pipelines and solutions
Support is very fast and effective
can be used across multiple teams concurrently daily

**What do you dislike about Snowflake?**

Trial period usage is very less, although credits given for trial period is more than enough to develop and tes any usecase but validity is vvery less of 30 days.

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

Snowflake is solving our cloud data warehouse needs by giving complete autonomy to developres and business teams. We are using snowflake with dbt [data build tool] for our business modelling. Snowflake best suits with dbt for data modelling. Snowflake solves our access controll and data governance by easy implementation of user groups and roles.

  ### 19. Best warehousing for all your data needs

**Rating:** 5.0/5.0 stars

**Reviewed by:** Sreenath T. | enterprise architect, Mid-Market (51-1000 emp.)

**Reviewed Date:** July 21, 2025

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

Performance, affordability and it's plethora of features like s3 streaming, snowpipe, tasks, functions, integrations etc.

**What do you dislike about Snowflake?**

Ui / UX design, lacks console based editor and aggressive adaptation of AI missing

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

MiS reports, Data insights, Data staging

  ### 20. Powerful platform for managing data

**Rating:** 4.5/5.0 stars

**Reviewed by:** Jon Z. | Cofounder &amp; CTO, Small-Business (50 or fewer emp.)

**Reviewed Date:** November 14, 2024

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

Snowflake makes it easy to dive in and start loading, querying, and analyzing your data with minimal setup. Unlike with some competitors ' solutions, there's no infrastructure as code to write. Data sharing is extremely powerful and has virtually eliminated the lift of vendor data integration. Scaling up the warehouse is as easy as a few lines of SQL or a few clicks in the UI.

**What do you dislike about Snowflake?**

Worksheets are convenient to write SQL quickly, but these quickly get out of hand. Ideally these could be synced with a Git repository so we don't have to reach for DBT.

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

Snowflake, through their data exchange and secure data shares, allows us to integrate data from vendors with virtually no integration effort.

  ### 21. Snowflake, the enterprise data warehouse platform

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Manufacturing | Enterprise (> 1000 emp.)

**Reviewed Date:** January 31, 2025

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

I like that Snowflake is very flexible and scalable.  It can handle a lot of data processing and that makes it a highly performant data warehouse.  My organization uses Microsoft Power Platform heavily and Snowflake integrates really well with this platform.  Encyption of data is the other features that I like.  You can do full encryption and configure roles downstream to very the cleartext.  Customer support is reliable.  If there is something you don't understand they are always ready to explain, clarify or provide hands-on assistance.  Security features are very grandular.

**What do you dislike about Snowflake?**

Snowflake can be costly.  There is also a bit of a learning curve coming from a trade database to a platform like Snowflake.  I don't have much dislikes for the product.

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

Data Warehousing was always a challenge before and now Snowflake makes life manage for data warehousing.  Data can now be easily partitioned of for separate teams on a single platform.

  ### 22. Snowflake made data storage and analysis fast and easy to manage.

**Rating:** 4.5/5.0 stars

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

**Reviewed Date:** June 03, 2025

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

Its scalability, ease of use, and fast query performance are what I like best about Snowflake.

**What do you dislike about Snowflake?**

Cost management can be tricky, especially with frequent queries or large data volumes.

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

Snowflake solves data silos by centralizing data from multiple sources, making it easier to run fast, scalable analytics and generate insights efficiently.

  ### 23. Easy to Use, Quick set-up, scalable

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Hospitality | Enterprise (> 1000 emp.)

**Reviewed Date:** June 24, 2025

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

snowflake is cloud database, easy to setup, it's scalable and very easy to use. It's easy to store and query semi-structure data. Integration with major reporting tools, integration using API, ODBC drivers.

**What do you dislike about Snowflake?**

Import data to snowflake and  export data from snowflake.

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

I used snowflake as a data transforming platform for project to migrate data/systems that are there since 40 years, legacy data was in different formats and snowflake helped to unify data to load to new systems.

  ### 24. Snowflake - Easy and Best Cloud DWH

**Rating:** 4.5/5.0 stars

**Reviewed by:** MANISH P. | QA Engineer, Mid-Market (51-1000 emp.)

**Reviewed Date:** December 22, 2024

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

The best thing that I like about Snowflake is that we can create number of database,and the feature to include AI in that really help us to integrate and make our work process easier and its very easy in implementation

**What do you dislike about Snowflake?**

Sometime the query performace and the new UI feature.

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

We were having different data sources and we can integarate all these in different Databases with different user access and its benefiting me in different ways like having different roles for same users and Credits consumption can also  be tracked

  ### 25. My experience with Integrating Snowflake with Tableau

**Rating:** 4.5/5.0 stars

**Reviewed by:** Sai Srivatsava M. | Senior Data Analyst, Small-Business (50 or fewer emp.)

**Reviewed Date:** October 23, 2024

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

The best part about snowflake is the security and compliance in my opinion. Snowflake being compliant with various security standards such as HIPAA, GDPR and others kinda makes it reliable and secure and moreover considering Snowflake's service of total management where a user doesnt have to worry about infrastructure, management and tuning of the data accordingly.

Time Travel and Cloning is just icing to the high performance and speed snowflake offers. Additionally, Colloboration and secure data sharing makes it so easy for lot of software engineers to collab.

**What do you dislike about Snowflake?**

The pricing primarily is very unpredictable even though it is cost effective due its scalable features but it can get really expensive when is not montiored properly. Since the users pay for compute time and storage seperately, unexpected spikes in queries, large data ingestion, or poor optimization can result in higher bills. The learning curve for the new users gets complicated in terms of Sql extensions and virtual warehousing sizing because it took me some time to understand the sizing and it was more like a trial and error because it lead me either under provisioning or over provisioning the resources.

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

Mainly my understanding is that it is targeted to solve critical problems of data management and analytics specially where large and complex datasets are being handled. There are many scaling issues with on-prem and various cloud based data warehouses. They keep facing issues as the datasets grows which leads to performance bottlenecks and slow query times but snowflake's architecture allowed me to sclae storage and compute resourcres independently which lead to my company paying for onlu what we used which actually benefitted us in the long run.

  ### 26. Snowflake - New edge data warehouse

**Rating:** 5.0/5.0 stars

**Reviewed by:** krushna c. | Data engineer, Small-Business (50 or fewer emp.)

**Reviewed Date:** December 23, 2024

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

Ease of use snowflake provide is top in the industry. Snowflake provide ease of implementation to implement multiple ideas which evoles around and Snowflake is very easy to integrate with other platforms such as boomi.

**What do you dislike about Snowflake?**

Some time customer support did'nt provide me the expected output.

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

Snowflake solves the problem of handling and processing very big data within fraction of seconds and use of it is very smooth.

  ### 27. Highly Compatible database

**Rating:** 5.0/5.0 stars

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

**Reviewed Date:** August 09, 2025

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

The data safety, comparable with many tools easier connectivity

**What do you dislike about Snowflake?**

The UI is really bad. You can pin a query window. You have to switch to another tab

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

Cloud Data warehouse allows you to store structured and unstructured data used for reporting purposes

  ### 28. Very efficient and user friendly

**Rating:** 4.0/5.0 stars

**Reviewed by:** Pratik M. | Data Strategy, Enterprise (> 1000 emp.)

**Reviewed Date:** April 25, 2025

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

Ease of use and you can integrate with other applications conveniently.

**What do you dislike about Snowflake?**

I could not think of any features that I dont like. So far so good.

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

With help of Snowpark packages I can integrate python with SQL and I can implement data science packages. Which is useful for one of my recommendation project.

  ### 29. Game-Changer for Scalable Data Management and Analytics

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Oil & Energy | Enterprise (> 1000 emp.)

**Reviewed Date:** November 28, 2024

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

Snowflake is a well designed Intelligent product that is without a doubt the best in its class. The decoupled storage and computer works perfectly, seemlessly and makes scaling simple. The micro clustering was my biggest concerns on day one but frankly it just works. You still need the odd hint here or there but compared to teradata (or high scale postgres) it's very very simple and just works

**What do you dislike about Snowflake?**

Unpredictable pricing, No on-premises deployment. They are pushing hard to be more than a database. They want to be a full data science platform, which will be a stretch.

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

We use Snowflake for data warehousing, analytics, and managing ETL pipelines. Its ability to integrate data from multiple sources streamlines operations.

  ### 30. Snowflake is widely adopted in our Organisation considering its interoperability

**Rating:** 5.0/5.0 stars

**Reviewed by:** Pradeepa K. | Reporting Specialist, Enterprise (> 1000 emp.)

**Reviewed Date:** November 24, 2024

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

Snowflake is the widely adopted tool in our organisation, as it is interoperable with many of our data sources
It has many plugins which is helpful as we need not call APIs for those
Also for specific purposes, usecases, audiences we could customise our data and create views and provide access accordingly
Identity Access Management also works as intended without glitches

**What do you dislike about Snowflake?**

A few things like, when we connect to powerbi the backend working and steps applied is not being visible due to warehouse and role accesses in snowflake
Each time it requires to change role and warehouse which confuses, auto detection option if provided will be helpful

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

Customisation of views for access restrictions, and purpose restrictions

  ### 31. Great Data Warehouse for all enterprise sizes

**Rating:** 5.0/5.0 stars

**Reviewed by:** Brandon P. | Director of Accounting Operations, Mid-Market (51-1000 emp.)

**Reviewed Date:** September 10, 2024

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

Snowflake is able to connect to a vast array of data sources and is generally compatible with most software products & vendors that your company utilizes.  It's a great product and is very easy to use after getting ramped up.  Their customer support is available to answer questions on demand and they generally get back to you rather quickly with solutions.

**What do you dislike about Snowflake?**

The only item previously that was frustrating was the lack of tables populating when writing queries, but they have since fixed & implemented that feature.

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

We have several disparate systems that offer different reporting capabilities, and Snowflake allowed me to bridge the gap and create centralized reporting for our business at large.

  ### 32. Snowflake: A Lifesaver for My Data

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Consulting | Small-Business (50 or fewer emp.)

**Reviewed Date:** September 11, 2024

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

I have been a long time user of Snowflake, my journey has been good. I am not a super techie but when I started using Snowflake the adpatation was easy and smooth. It's very fast and helps pulling up reports. Being a cloud application, managing large servers or anything is easy. Its a great organiser where everything is at one place and sharing with other users or stakeholders is also easy. As a data warehouse it also eliminates the headache of running out of space.

**What do you dislike about Snowflake?**

Honestly, the biggest problem I have with Snowflake is figuring out how much it’s going to cost us. You’ve got to keep an eye on how much data you’re using and how often, and it’s easy to go over budget if you’re not careful. Also, it’s not always the easiest to learn for someone who isn’t super technical. It feels like you need to spend some time getting the hang of things, especially if you just want to do basic stuff quickly.

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

Snowflake helps us manage all our data in one place without having to worry about setting up big servers or dealing with a lot of tech headaches. Before, we were struggling with slow data processing and reports taking forever to load. Now, with Snowflake, things are way faster and smoother.

  ### 33. One stop solution for all your data analytics and data science needs

**Rating:** 5.0/5.0 stars

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

**Reviewed Date:** September 10, 2024

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

1.  Decoupled architecture of Storage and Compute with independent scaling and costing options.
2. Centralized data security and governance framework
3. User friendly interface.
4. Wide options of integrity and connectivity to various sources and tools.
5. Detailed documentation and friendly community.

**What do you dislike about Snowflake?**

1. Compute cost is bit pricey compared to competition.

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

For various organizations integrating data from various sources, unifying the data and extracting actionable insights is bit complicated process, if you don't have the right set of tools and people leading these intiatives it becomes lengthy and unjustifiable in the long run. Snowflake addresses this core problem by giving you a unified platform with a rich eco system which help you get these intiatives materlized within very short time, it's like data warehousing on steroids. This is only possible because of the solid, scalable and flexible architecture of Snowflake. You just focus on what you need and Snowflake will take care of all technical implementation side of things on your preferred Cloud infrastructure.

  ### 34. Snowflake - Your life saver

**Rating:** 4.5/5.0 stars

**Reviewed by:** Shubham L. | Quality Analyst, Information Technology and Services, Mid-Market (51-1000 emp.)

**Reviewed Date:** December 05, 2024

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

The Time Travel feature of Snowflake, I love the most.

**What do you dislike about Snowflake?**

It's hard at first, but when you learn to use it is really easy. I use it daily.

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

We are using it to store all kinds of files in Data Lake. It is helping us store, manage, analyse and use data, data bases and connect to different applications on daily basis.

  ### 35. A Powerful and Scalable Cloud Data Warehouse Tool!

**Rating:** 5.0/5.0 stars

**Reviewed by:** Balaji R. | Senior Software Engineer, Mid-Market (51-1000 emp.)

**Reviewed Date:** September 12, 2024

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

Snowflake’s architecture allows for seamless scaling. We can easily scale compute and storage resources independently based on our needs. Its offers good performance with its multi cluster architecure. Its so user friendly with a straightforward SQL based interface that makes it accessible for users familiar with traditional database, it offers robust security features and its very easy to implement. Overall its a powerful data warehouse platform.

**What do you dislike about Snowflake?**

The pricing module can be complex, with separte charges for computer, storage and data transfer and they providing limited supports for certain use cases.

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

Snowflake solves key issues in data management by providing scalable and high-performance cloud data warehousing. It simplifies data integration and sharing, automates maintenance tasks, and offers flexible, cost-effective pricing. Additionally, it ensures robust security and compliance, all while being user-friendly and accessible. This leads us to more efficient data handling, reduced operational burden, and better overall data management.

  ### 36. Snowflake as data warehouse

**Rating:** 4.5/5.0 stars

**Reviewed by:** Rajkumar K. | Data Scientist, Enterprise (> 1000 emp.)

**Reviewed Date:** March 13, 2025

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

It does not require to manage infrastructure
Available on AWS, Azure, and Google Cloud, providing multi-cloud flexibility.
Snowflake is parallel processing  for fast query execution.

**What do you dislike about Snowflake?**

I Think there is no dislikes according to me
at this moment

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

Snowflake , we can directly connect to other cloud storage buckets esaily.
Snowflake Works with Power BI, Tableau easily

  ### 37. How to store data and do data analytics

**Rating:** 5.0/5.0 stars

**Reviewed by:** Gokul B. | Decision Analytics Associate (Data Analytics), Enterprise (> 1000 emp.)

**Reviewed Date:** December 17, 2024

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

The way it store and process the data is the best thing that I like. It is also helpful for analysing data like the large amount of data

**What do you dislike about Snowflake?**

So, I am using it for last two months and I don't find anything wrong in this it is very useful to store and process the large amount of data in my practice things.

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

So, when we need to analyse large amount of data in cloud in that way Snowflake comes in the picture and it helps a lot for the usual work and in data analysis as well.

  ### 38. Snowflake for Advanced Data Analytics

**Rating:** 5.0/5.0 stars

**Reviewed by:** Swati k. | Content writer, Small-Business (50 or fewer emp.)

**Reviewed Date:** July 01, 2024

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

easy for begineers, SQL and python integration, easy fo loading huge data, high data management, and ETL pipeline.

**What do you dislike about Snowflake?**

costly and more complex, cloude knowledfge requyired, query limit.

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

Easy integration with AWS and Azure, best warehouse for data management on cloud, ease for data pipeline.

  ### 39. Great tool

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Retail | Enterprise (> 1000 emp.)

**Reviewed Date:** May 14, 2025

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

Unlimited possibilities with flexible costs

**What do you dislike about Snowflake?**

It can be much to setup making it can feel overwelming

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

Single source of truth, Delta loads

  ### 40. Easy enough to use for non-data person.

**Rating:** 4.5/5.0 stars

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

**Reviewed Date:** February 12, 2025

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

Easy to use layout and coding assistance is helpful.

**What do you dislike about Snowflake?**

For me, who's not really a database person, I can't really find any faults.

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

I just needed an easy access to extract data from our data warehouse on a regular basis with minimum customization.  After my scripts were set up, it's very easy for me to just use and make minor modifications.

  ### 41. Usecases of Snowflake

**Rating:** 5.0/5.0 stars

**Reviewed by:** Karthik Shetty N. | Student, Small-Business (50 or fewer emp.)

**Reviewed Date:** September 16, 2024

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

Since snowflake is a cloud platform for data warehousing, data lake etc, it helped me a lot when working on my project named election prediction system. So here I stored all my data in snowflake which is a good source and convenient to use with all the features, which helped me in alayzing my dataset according to the requirememt.

**What do you dislike about Snowflake?**

Main disadvantage of snowflake which I felt is it did not support much for my unstructured data. Handling unstructured data with constraints if bit difficult is what I felt.

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

It is mainly used for datawarehousing, data lakes etc which is directly helping me in my studies. I am able to do more projects related to big data.

  ### 42. Cloud data warehouse deployable on AWS, Azure, or GCP with DBT integration for transformations

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Insurance | Enterprise (> 1000 emp.)

**Reviewed Date:** September 10, 2024

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

The scale-up and scale-down features in Snowflake,that adjust based on workload, save costs. We can run complex queries on large datasets with minimal tuning. The unload feature is very helpful for downstream teams to easily access data. Snowflake's permission control allows us to grant access only to specific users, maintaining strong security. Zero-copy cloning and time travel are standout features that enhance efficiency and data management.

**What do you dislike about Snowflake?**

As it's pay per use model someone should continuously monitor the compute usage otherwise it can become expensive. I noticed some issues with concurrencies when running multiple large queries simultaneously.It can intergrate with ETL tools like DBT, Airflow but the native ETL capabilities are less.

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

When we migrated from Oracle to Snowflake, it solved a lot of our problems. With Oracle, scaling up our data was difficult and expensive because it required more hardware. Snowflake, helped us scale up and down easily. Also, queries that took a long time in Oracle now run much faster in Snowflake, especially when we're dealing with big datasets. Another big thing is that we can easily handle semi-structured data like JSON, which was much harder to work with in Oracle. Overall, Snowflake has made our data management much smoother and more efficient.

  ### 43. Snowflake simplified our complex workflows with unmatched performance

**Rating:** 5.0/5.0 stars

**Reviewed by:** Devaraj  M. | Senior Software Engineer, Small-Business (50 or fewer emp.)

**Reviewed Date:** September 17, 2024

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

What I like best about Snowflake is its scalability and performance. It handles large datasets effortlessly, while offering near-instant querying and seamless integration with various data tools. Plus, the pay-as-you-go model is cost-effective for any size of operation.

**What do you dislike about Snowflake?**

There are few limitations when migrating the etls from other database but snowflake have a workaround for those too.

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

Snowflake tremendously improved our ETLs execution time from our source objects to target systems.

  ### 44. Snowflake: An Innovate Solution

**Rating:** 3.5/5.0 stars

**Reviewed by:** Verified User in Computer & Network Security | Small-Business (50 or fewer emp.)

**Reviewed Date:** September 13, 2024

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

Snowflake is really great for managing your infraestructure with the benefit to only pay what you are using on the contrary of many other solutions where you need to pay for the whole package even though you don't use many features.  Also really easy to get everything up and running.

**What do you dislike about Snowflake?**

Snowflake offers impressive scalability,  nevertheless it can become expensive for companies with large data volumes and intensive use.

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

The main problem it solving for me is the unification of the data storage. This tool consolidates all the data into a single accesible location breaking down silos and making it easy to view and understand the data.

  ### 45. Navigating through application

**Rating:** 4.0/5.0 stars

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

**Reviewed Date:** April 03, 2024

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

One of the most impressive aspects of snowflake is its user-friendly interface.

**What do you dislike about Snowflake?**

The pricing structure,with its various components like storage,compute and data transfer leading to unexpected costs if not monitored closely

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

Its architecture allows for seamless scaling of compute and storage resources

  ### 46. Snowflake as an efficient platform for data warehouseing

**Rating:** 5.0/5.0 stars

**Reviewed by:** Cun j. | Sr. Consultant, Enterprise (> 1000 emp.)

**Reviewed Date:** June 13, 2024

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

Easy to start, well organized structure. 
it allows QA teams to start quickly, and test e2e data pipelines and ensure data integrity across the entire workflow.

**What do you dislike about Snowflake?**

Only a small advice is about the prompt message when try to use SQL, the fields displayed is not just for the table selected. It'll be more helpful if the hint will be related to specific tables.

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

Snowflake was applied in migrating data from various sources into a centralized database management system, it was effectively serving as a powerful data warehouse (DW).
Its robust integration capabilities and scalable architecture streamline the process of consolidating diverse data sets into a unified platform, ensuring efficient data management and analysis.

  ### 47. A good data warehousing tool for data engineer and data analyst

**Rating:** 4.0/5.0 stars

**Reviewed by:** Sahil K. | Associate Data Science Analyst, Enterprise (> 1000 emp.)

**Reviewed Date:** March 27, 2024

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

One of the thing which I like about Snowflake is that we can create folders and store multiple worksheets within that folder. We can also share the access of these folder to other snowflake users. As a Data Analyst I use snowflake on a daily basis as our Data Warehouse is on snowflake.

**What do you dislike about Snowflake?**

One thing which I dislike about Snowflake is that it only shows 10K rows when we query any data. Also we can only create a single chart from the results of our query, if we want to create multiple charts using the same results set then it is not possible. We cannot use filters in the charts which is a huge problem.

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

Snowflake is solving the problem of storing the Big Data. We can create Data Warehouse in it that can have multiple databases as per our requirement. It can easily be integrated with DBT(Data Build Tool). As a data analyst it is helping me to query through the different databases within my organization. With the help of different access permisssion we can query different warehouses as well.

  ### 48. Great tool!!

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Pharmaceuticals | Enterprise (> 1000 emp.)

**Reviewed Date:** April 30, 2025

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

Intuitive UI
Bunch of different connectors
Dashboards

**What do you dislike about Snowflake?**

It'd be good to have more dashboards options

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

Ease of warehouse adjustment to not lose money.

  ### 49. Snowflake an excellent data cloud platform

**Rating:** 3.5/5.0 stars

**Reviewed by:** Verified User in Health, Wellness and Fitness | Enterprise (> 1000 emp.)

**Reviewed Date:** April 25, 2025

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

Scalability, High Availability , Governance

**What do you dislike about Snowflake?**

Still needs more flexibility on integrations setup

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

Managing enterprise data in a single platform for data analytics

  ### 50. The speed at which your data can be moved, Experience with Snowflake.

**Rating:** 5.0/5.0 stars

**Reviewed by:** Vijay K. | Senior Software Engineer, Mid-Market (51-1000 emp.)

**Reviewed Date:** December 19, 2024

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

The unstructured data and scalability option offered together, Cloud of your choice (among big 3), time travel capabilities, Streamlit, and many more.

**What do you dislike about Snowflake?**

Cost is the factor that causes many clients with low or medium budgets to hesitate.

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

The process of consistently combining data from various sources and performing rapid analysis.


## 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?page=4&section=pricing&secure%5Bexpires_at%5D=2026-07-20+03%3A15%3A55+-0500&secure%5Bsession_id%5D=2970fd91-8cf3-48a2-871e-c513bd88c729&secure%5Btoken%5D=abd6cd06f9bee6003c9a840d2dbc057ebda68171e703e4208496a79c0d24d812&format=llm_user)
## Snowflake Integrations
  - [Agentforce Sales (formerly Salesforce Sales Cloud)](https://www.g2.com/products/agentforce-sales-formerly-salesforce-sales-cloud/reviews)
  - [Airbyte](https://www.g2.com/products/airbyte/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)
  - [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 (1,322 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)

