Similar to the importance of Big Data analytics for modern businesses, Data Warehousing also figures high among the critical tools needed for the smooth management of business operations.
Data Warehouse tools help manage data analytics processes in businesses of all types and sizes. Moreover, these tools are designed to be compatible with Artificial Intelligence and Machine Learning to improve the performance of your business at various levels.
Data Warehousing Explained
Data warehousing is the process of collecting, managing, and storing data that flows into a business from multiple sources in a systematic manner. These tools help businesses consolidate and organize their data. They can derive meaningful insights from such data and use them to make and implement critical business decisions.
Data warehousing tools are used by businesses to organize such data effectively so that they can be used in the best possible manner to improve business prospects and efficacy.
Here is a list of the top 10 data warehousing tools and resources to help drive your business in 2022 and beyond.
1. Micro Focus Vertica
This SQL data warehouse can be used on different platforms and deployed as a hybrid or on-premise. Likewise, responses are delivered quickly as it uses MPP and also supports columnar storage.
Unique Features
- High-quality data governance
- Integrates data science and Machine Learning
- Offers multi-cluster capabilities
- Data lake integration
- Query federation
- Serverless, autonomous platforms
- Unified architecture of data storage
Pricing
Free community tier for up to one TB and three nodes. Paid version costs depend on the fulfillment needed and the region. The average price is $2 per hour.
2. Exadata
It is a unique self-driving platform and powers ML to automate critical tasks. The tool handles tuning, patching, monitoring, database securing, and upgrading. The user-friendly tool helps develop an autonomous warehouse. Columnar and parallelism processing benefits help boost performance and scalability.
Unique Features
- Storage index
- Smart flash cache
- Hybrid columnar compression
- Smart cell
- Cell offloading
- Hybrid columnar compression
Pricing
Exadata offers two pricing structures. The storage option is offered at $222 per TB per month. The pay-as-you-go model is available at $2.52 per Oracle Compute Unit (OCPU) per hour.
3. Microsoft Azure
This is one of the most reliable and popular cloud-based relational databases. You can use the tool for optimizing PB scale data processing. You can load and report in real-time. The node-based system engages in MPP or Massively Parallel Processing.
Unique Features
- Can build, deploy and regulate apps with IaaS
- Enhanced scalability and flexibility
- Has a unique storage system
- Integrates easily with existing IT environment
- Offers robust analytical support
Pricing
The serverless compute cost begins from $0.52 per V-core per hour. Storage cost is $0.115 for 1GB per hour. Extra backup storage is available at $0.20 for 1GB per month.
4. Amazon Simple Storage Service S3
This popular warehousing tool serves the cloud storage needs of all sizes of businesses. It offers scalable service and wholly supports big data analytics. Data is stored in buckets of size 5TB.
Unique Features
- Better management and monitoring of data
- Offers storage analytics and insights
- High security and powerful access management tools
- Access management and security
- Consistent performance
- Affordable storage options
Pricing
Pricing varies with storage class. You can choose from seven different options. Pricing is based on GB consumed per month. The cost decreases fractionally with increasing data.
5. Teradata
Teradata is specifically used for data warehousing and accumulating and analyzing vast volumes of data in the cloud. The infrastructure is designed for fast parallel querying.
Unique Features
- User-friendly
- Sole data store
- Can be used on Windows, Linux, and Unix OS
- Fault tolerance on every level of software and hardware
Pricing
This is a pay-as-you-go model.
6. Snowflake
Snowflake is used by enterprise-grade businesses to establish a cloud data warehouse. You can use Snowflake to analyze multiple structured and unstructured data sources. The advanced architecture distinguishes storage from processing power.
Unique Features
- A cloud-agnostic solution
- Near-zero administration
- Semi-structured data
- Concurrency and workload separation
- Multi-cluster shared data architecture
Pricing
Pricing is based on a per-second structure, but the cost varies with the platform chosen, region, and pricing tier. There are four packages to choose from. The starting price is $0.0011 per second per credit.
7. MarkLogic
MarkLogic brings to businesses the NoSQL database system with querying application services. This platform allows you to consume data regardless of its format. MarkLogic has predefined schemas and native storage.
Unique Features
- Integrated indexes
- Unified platform
- Human-oriented document model
- Structured data views
- Lingual graph database model
Pricing
MarkLogic offers three pricing tiers. Also, billing is consumption-based. The basic package starts at $0.071 per hour per MCU.
8. PostgreSQL
PostgreSQL is a free and open-source database management tool on the cloud. It can be used by SMEs and large enterprises.
Unique Features
- Object-relational warehouse
- Also offers an extensive list of data types and structures
- Different network addresses and arrays
- Access to accurate geometric data
Pricing
The on-prem environment is free. Paid version begins from $0.34 per hour for 2GiB.
9. BI360 Data Warehouse
This tool is ideal for businesses that combine massive amounts of data of different types and from other sources. Likewise, it comes configured to structure the deployment of the database. It also helps manage the workflow of Business Intelligence.
Unique Features
- Ad hoc reporting
- Asset management
- Strategic planning & visual analytics
- Also includes performance metrics & profitability analysis
- Data integration
Pricing
Official pricing is undisclosed. But, market sources say it could be around $312 per user per month.
10. Db2 Warehouse
The Db2 Warehouse from IBM is fully scalable and best-suited for analytics and artificial intelligence applications. Also, it comes with in-built tools for machine learning and can be used to deploy various ML models.
Unique Features
- Provides insights using analytics from the database
- Query processing is done speedily
- Automatic schema generation
- Easy data migration
- Also, includes data loading
Pricing
Db2 Warehouse tool offers nine different pricing packages. The basic package is priced at $0.68 per instance per hour.
Conclusion
The best data warehouse can help unlock multiple features. It also opens up endless potential for businesses. Likewise, cloud-based tools with third-party integrations offer a more comprehensive range of applications. So, you must choose carefully after considering your current business needs and requirements.
