Top 5 Data Profiling Tools Of 2022

Data is the pulse of any business, one of the most valuable aspects of a business’s survival. It tells you about your customers, competitors and even the business itself. However, with such a huge scope for business data, most people don't know where to start. The data doctors (read data managers and data analysts) start with data profiling as an important diagnostic process to keep a consistent check on the health of your data.
 
To expand on it, data profiling is a process that assists in identifying, extracting and analyzing existing data. It plays a prominent role in data migration, data integration and data cleansing. However, doing everything manually is next to impossible! Heck, even doctors need nurses and clinical assistants to function! That’s exactly why Data Profiling Tools are critical.
 
Data Profiling Tools are the stethoscope for data doctors of your business. These tools go beyond fundamental analysis and help identify characteristics of data that can lead to inaccurate reports, just as a stethoscope helps doctors identify signs of infection or illness within the human body. Data Profiling Tools help data managers perform detailed analyses of existing data sets, which can then be used to make strategic business decisions. However, choosing the right software isn’t always easy – it's not as easy as choosing the best doctor in your locality!
 
Fortunately, we’ve done the work for you and reviewed several Data Profiling Tools to find the best ones on the market. Check out our top picks so you can get the most out of your data!
 

Top 5 Data Profiling Tools Of 2022 

Data Profiling Tools are essential to businesses as they help identify if the data contains any null, incorrect or blank values. These tools are also helpful for businesses to detect anomalies in existing data and ensure that there’s no duplicate data. Cool, isn’t it! Now that you know what these tools do, let’s find the best one for your business. Here are the top 5 Data Profiling Tools of 2022 for you – in random order!
 

IBM InfoSphere Information Analyzer	Informatica	Melissa Data Quality Suite
Atlan	Talend Data Quality

 

Tool 1: IBM InfoSphere Information Analyzer

IBM AKA International Business Machines Corporation is one of the popular names in the industry. It’s an American multinational technology corporation founded in 1911, with its headquarters in New York, United States. IBM is a major research organization that produces and sells hardware, middleware and software and also provides hosting and consulting services. This Fortune 500 company was named a Leader in the 2020 - Gartner Magic Quadrant for Data Quality Software. Coming to the tool, it delights us to mention that IBM’s Data Profiling Tool, IBM InfoSphere Information Analyzer grabbed a score of 8.5 out of 10 on TrustRadius in 2021.
 
It’s no secret that content discovery and structure discovery are crucial steps in data profiling – and IBM InfoSphere Information Analyzer makes these tasks easy-peasy for you! This Data Profiling Tool evaluates the enterprise content and structure of data for consistency and quality. Did you know that IBM InfoSphere Information Analyzer even assists you in improving the accuracy of your data by making inferences and identifying anomalies? #WayToImproveDataQuality

This tool also assesses the quality of your data, profiles data for integration and migration and verifies external data sources. IBM InfoSphere Information Analyzer is reliable for analyzing data with the thin client, validating it with data rules and exporting it for further analysis.
 

Tool 2: Informatica

The next Data Profiling Tool on our list is brought to you by Informatica. It’s an American software development company established in 1993. Its headquarters are situated in Redwood City, California. Informatica has won a loyal consumer base of over 9500 companies and has bagged multiple awards such as Gold Winner in Data Privacy by Globee Cybersecurity Awards and Gartner Peer Insights “Voice of the Customer” for Data Integration Tools. Besides, its Data Profiling Tool received a score of 8.5 out of 10 by TrustRadius in 2021. Pretty cool!  
Informatica offers some of the best tools on the market on a demand-based subscription service that can help you accomplish your data profiling tasks. With the help of this comprehensive tool, you can create and run data profiling tasks on data sources to ensure the quality, completeness, conformity and consistency of data. Along with these, Informatica Data Profiling Tool also standardizes data values to discard any kind of inconsistencies and errors (such as punctuation, spelling, formatting) that you find while running a profile.

Additionally, this tool is stacked with power-packed features such as creating rule specifications and directories, checking the status of data profiling tasks that are in progress, viewing the performance and assuring the efficiency of data profiling. What more do you need, doc?
 

Tool 3: Melissa Data Quality Suite

This Data Profiling Tool is by Melissa Data Corporation, a US-based software company established in 1985. Melissa Data Corporation is a global leader in data quality assessment, address verification and identity resolution. It has helped over 10,000 businesses across the globe in harnessing and profiling data for a compelling customer view. It was bestowed with awards such as Momentum Leader (Winter) - 2022, High Performer (Winter) - 2022 and Leader (Small Business)- 2022.
 
Melissa Data Quality Suite helps you develop informed data strategies to manage and employ your data in the best possible manner. This tool also assists you to analyze and profile data before it is merged into your data warehouse and any other data sources to ensure consistent data quality. Melissa Data Quality Suite eventually helps you to develop strategies that clean, correct and verify enterprise data in the best possible manner.

Its feature for data governance and data warehouse integration enables you to drive better business intelligence and analytics across the enterprise to eliminate data quality issues. While another feature of creating a metadata repository aids you in building strategic data marts (a subset of data warehouse) to settle ambiguities throughout data entities. With the help of this tool data managers and data analysts can maintain data standardization, collect data, profile it and format it in a way that is easy to understand and analyze. This tool is more than just a stethoscope for your data doctors!
 

Tool 4: Atlan

Up next on our list is a product by Atlan, a company founded in 2018 with its headquarters based in New Delhi, India. Atlan was developed while building the world’s largest government data lake - India’s national data platform. The data management teams of global brands such as Unilever, WeWork and Monster.com have welcomed Atlan into their organization. Atlan has grabbed a 5-star rating by G2 in 2021!  
A conqueror in the true sense, Atlan helps teams collaborate effectively on data management projects. Atlan’s catalog enables you to auto-generate your data dictionary which helps you detect missing values, outliers, data quality issues and other data anomalies in the dataset. It also helps organizations determine the accuracy, structure, quality and completeness of their data. Long story short, Atlan empowers you with accurate, structured, qualitative and completely profiled data!

You must be wondering if that’s all – it's not! Atlan’s data profiling is based on an open ecosystem, enabling teams to import data from external ecosystems such as data pipeline tools. The extensive features of this Data Profiling Tool include collecting descriptive statistics, identifying data types, recognizing frequency distributions and tagging data with classification, descriptions or glossary items. Kudos, Atlan!
 

Tool 5: Talend Data Quality

Here we present the last one! A Data Profiling Tool by Talend, a software company that made its debut in 2005, with its headquarters located in California, United States.  Talend Data Quality has bagged a 4.5-star rating by G2 in 2021. In the same year, Gartner named Talend as a Leader in the Data Quality Solutions category, for the fourth time in a row. These guys are talend-ed!


Talend Data Quality ensures out-and-out data profiling by cleaning and masking data in real-time. Machine Learning (ML) empowers recommendations for addressing data quality issues as data flows through your systems. This tool has an in-built Talend Trust Score which gives you an immediate, explainable, actionable data quality assessment to assure you that your data is safe and which whether a data set requires additional cleansing. Thus, this tool enables data analysts to continuously monitor, manage and profile their data while maintaining top-notch data quality.   
 
This Data Profiling Tool assists you with the quick identification of data quality issues, discovering hidden patterns and detecting anomalies through summary statistics and graphical representation. With its ML-enabled deduplication, validation and standardization features, you can automatically profile your data, so that data analysts can concentrate on the tasks that need manual attention.
 

It's A Wrap…

So, this is how Data Profiling Tools – or "data stethoscopes" — are incredibly valuable in understanding the heart and health of your organization, that is, data. They provide you with detailed diagnoses of your business data. The best Data Profiling Tool will monitor all your company data and identify all the issues and glitches in your existing data. This profiled data can then be used for future decision-making as it provides precise actionable insights. That was all about the top Data Profiling Tools on the market. Our work here is done, now the stage is all yours, step ahead and welcome the finest Data Profiling Tools in your organization.