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Data Aggregation Tools

Last Updated : 12 Apr, 2024
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Data analysis thrives on information. In this data-driven world, data aggregation emerges as a fundamental process, empowering businesses to unlock valuable insights and make informed decisions.

In this tutorial we will identify top data aggregation tools.

What Is Data Aggregation?

Data aggregation refers to the process of combining many data sets into a concise and summarized manner. Data transformation encompasses the use of diverse mathematical, statistical, or computational procedures to convert unprocessed data into consolidated metrics or valuable insights.

This procedure often entails effectively managing large volumes of data, working with various data formats, and resolving data quality concerns.

Top 10 Data Aggregation Tools

Data aggregation tools are software applications that collect data from multiple sources and bring it together into a single, unified view. This can be helpful for businesses of all sizes, as it can save time and effort by eliminating the need to manually collect and integrate data from different places.

There are many different data aggregation tools available such as:

Alteryx

This powerhouse caters to data scientists and analysts who want self-service analytics. It excels at ETL/ELT processes, meaning you can extract data from various sources (databases, spreadsheets, social media), transform it (clean, format, filter), and load it into a central warehouse for easy analysis.

  • Alteryx boasts drag-and-drop functionality and pre-built tools for data blending and manipulation.
  • Packed with features like data blending, cleaning, and advanced analytics, Alteryx empowers users to develop predictive models and gain spatial insights.
  • It even allows exporting insights as Tableau data extracts for compelling visualizations.

Alteryx offers two pricing tiers: Designer Cloud starting at $4,950 and Designer Desktop at $5,195.

Databricks

This platform offers a “data lakehouse,” combining the flexibility of data lakes with the structure of data warehouses.

  •  Ideal for handling massive datasets and complex analyses, Databricks offers ETL functionalities for data ingestion and transformation. It seamlessly integrates with business intelligence tools like Power BI for data visualization.
  • Additionally, it empowers data scientists and engineers to develop advanced AI capabilities.

Databricks utilizes a pay-as-you-go approach based on the compute usage you require.

Domo

This business intelligence platform goes beyond aggregation, allowing you to build custom data applications, run analytics, and establish data governance. It caters to larger companies needing a comprehensive solution for all their data needs.

Domo offers a drag-and-drop ETL tool, making data management accessible even for those without SQL expertise. Its robust security features allow granular control over access to live visualizations and dashboards.

Pricing is based on factors like company size and user count.

Keboola

This platform shines in data team collaboration, facilitating joint work on analytics projects. It connects seamlessly to various sources and warehouses, offering data transformation capabilities. It has a free tier with limitations, along with an enterprise plan with undisclosed pricing.

  •  Keboola boasts impressive connection speed, allowing it to connect to your data sources within hours. It offers flexibility by allowing you to choose between its provided Snowflake data warehouse for your ETL pipelines or connect to your existing warehouse.
  • Data transformation can be done using SQL or scripting languages like Python, Julia, R, or OpenRefine.

Keboola offers a free tier with limited functionality (120 minutes of computational runtime in the first month).

Looker Studio (formerly Data Studio)

This is free offering from Google to create interactive reports and dashboards from diverse data sources. It’s a fantastic option for budget-conscious businesses or those starting with data visualization.

  • Whether you have spreadsheets, marketing platforms, or social media data, Looker Studio can consolidate it all for clear visualization.
  • Looker Studio boasts an intuitive drag-and-drop interface, making it easy for users of all technical backgrounds to build compelling reports and dashboards. It offers a rich library of pre-built visualizations and allows customization for a unique touch.

Matillion

This data productivity platform caters to both coders and non-coders, simplifying data pipeline building. It provides pre-built connectors and error checks for data transformations. Matillion uses a consumption-based pricing model with tiers for different user types.

  • Matillion offers a treasure trove of pre-built connectors, eliminating the need for manual configuration when connecting to various data sources. For transformations, it provides a visual interface and supports coding for advanced users. A unique feature is automatic error checking, ensuring the integrity of your data pipelines.
  • Matillion utilizes a consumption-based pricing model with tiered structures. Basic users pay $2 per credit, while Advanced and Enterprise users pay $2.50 and $2.70 per credit respectively. The number of credits used determines the overall cost.

Microsoft Power BI

This user-friendly platform from Microsoft is a popular choice for small and medium businesses.Power BI excels if you need an easy-to-use platform integrating well with other Microsoft products.

  • Offers a free version with core functionalities like data visualization and basic analytics. Upgrading to paid plans unlocks advanced features like data modeling, larger data volumes, and collaboration tools. One of its strengths is the Q and A functionality, allowing users to ask questions in natural language and receive data-driven insights.
  • Microsoft Power BI offers two main versions: Pro and Premium. Power BI Pro costs $10 per user per month, while Premium comes in two flavors – per user ($20 per user per month) and per capacity ($4,995 per capacity per month). The per-capacity option is ideal for large teams with fluctuating usage.

Qlik

This business analytics platform boasts robust data integration, insightful analytics, and interactive dashboards. It offers a free trial and various pricing plans depending on the chosen product.

  • Qlik utilizes an associative data model, allowing users to explore data from any angle and uncover hidden relationships. Its AI-powered tool, Qlik Sense, helps analyze data, identify trends, and even generate predictive insights. Interactive dashboards with drill-down capabilities empower users to delve deeper into specific data points.
  • Qlik offers various products with different pricing structures. Qlik Analytics, their core offering, costs $30 per user per month. Enterprise users can contact Qlik sales for a custom quote. For data integration solutions, pricing details aren’t publicly available, as they offer both on-premise and cloud-based options.

Zoho Analytics

This platform equips businesses with data consolidation, reporting, and analytics tools. It has a free plan with limited features and paid plans catering to businesses of different sizes. Zoho Analytics offers a good balance of features and affordability.

Zoho Analytics is a comprehensive business intelligence and data analytics platform designed to empower businesses of all sizes to consolidate their data, generate valuable insights, and build informative reports. Let’s delve deeper into its features, pricing, and how it can benefit your organization.

It offers a user-friendly interface that simplifies data exploration and analysis, even for those without extensive technical expertise.

  • Zoho Analytics boasts an impressive ability to connect to over 500 data sources, both cloud-based and on-premise database.
  • A unique feature is Live Connect, which enables the creation of real-time reports and visualizations without the need to store data on Zoho servers – ideal for situations where data privacy is paramount.
  • Zoho Analytics incorporates an AI assistant named Zia, featuring a “conversation mode.” This allows you to ask data-related questions in natural language and receive insights and reports generated by Zia based on your data.
  • Zoho Analytics caters to businesses of various sizes with a tiered pricing structure:
    • Free Plan: This plan offers basic features for a limited number of users, allowing you to test the platform before committing.
    • Basic Plan ($24 per month): Ideal for small teams, this plan provides core functionalities for data connectivity, visualization, and reporting.
    • Standard Plan ($48 per month): This plan caters to growing businesses, offering additional features like custom dashboards, scheduled reports, and increased user limits.
    • Premium Plan ($115 per month): Designed for larger organizations, this plan unlocks advanced features like data warehousing, white labeling, and API access.
    • Enterprise Plan ($455 per month): This enterprise-grade plan caters to large businesses with extensive data needs. It offers high user limits, dedicated customer support, and advanced security features.

Twilio Segment

This customer data platform (CDP) specializes in collecting, cleaning, and unifying data at scale. With pre-built connectors and the ability for custom integrations, Segment helps teams understand and act on their data in real-time – all through a single API.

Segment boasts over 450 pre-built connectors, eliminating the need for manual integrations with popular marketing, sales, and analytics tools. It also allows for custom integrations for unique data sources. With its single API, Segment streamlines data flow, ensuring all your customer data is clean, consistent, and readily available for analysis.



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