Data quality tools for MongoDB

Data quality tools measure how good and useful a data set is to serve its intended purpose. High quality data can lead to better decision-making and faster insights as well as reduce the costs of identifying and dealing with bad data in the system. It can also save time and allow companies to focus on more important tasks.

Dataedo

Dataedo is a data governance & data catalog tool that helps you ensure data quality while documenting data. It allows you to understand where your data is coming from through data lineage, peak into values itself to validate quality with data profiling, and gather invaluable feedback from the community.

Commercial: Commercial
Data cleansing: No
Data Discovery & Search: Yes
Data Profiling: Yes
Data standarization: No
Free edition: No
Dataedo Data Profiling
Dataedo Data Community
Dataedo Data Lineage

DQLabs

DQLabs.ai is an augmented data quality platform to manage your entire data quality life cycle. With ML and self-learning capabilities, organizations can measure, monitor, remediate and improve data quality across any type of data – all in one agile, innovative self-service platform.

Commercial: Commercial
Data cleansing: Yes
Data Discovery & Search: Yes
Data Profiling: Yes
Data standarization: No
Free edition: No

Trifacta

Trifacta is an open and interactive cloud platform for data engineers and analysts to collaboratively profile, prepare, and pipeline data for analytics and machine learning. It presents automated visual representations of data based upon its content in the most compelling visual profile. In addition, every profile is completely interactive, allowing the user to simply select certain elements of the profile to prompt transformation suggestions.

Commercial: Commercial
Data cleansing: Yes
Data Discovery & Search: Yes
Data Profiling: Yes
Data standarization: Yes
Free edition: No

DataCleaner

DataCleaner is a premier open source data quality solution. The heart of DataCleaner is a strong data profiling engine for discovering and analyzing the quality of your data. Find the patterns, missing values, character sets, and other characteristics of your data values.

Commercial: Free
Data cleansing: Yes
Data Discovery & Search: Yes
Data Profiling: Yes
Data standarization: No
Free edition: Yes

BigID

BigID offers actionable data intelligence by empowering you to find, classify, catalog, profile and get context for all your data in the cloud or data-center, at-rest or in-motion, structured or unstructured at petabyte scale. It lets you identify sensitive data using hundreds of pre-built NLP, Deep Learning, and pattern classifiers.

Commercial: Commercial
Data cleansing: No
Data Discovery & Search: Yes
Data Profiling: Yes
Data standarization: No
Free edition: No

Aperture Data Studio

Aperture Data Studio combines self-service data quality with globally curated data sets into a single data quality platform. This empowers modern data practitioners to build a consistent, accurate, and holistic view of their consumer data quickly and effortlessly. It lets you set custom workflows for data profiling, cleansing, validation, transformation, enrichment, and deduplication.

Commercial: Commercial
Data cleansing: Yes
Data Discovery & Search: Yes
Data Profiling: Yes
Data standarization: Yes
Free edition: No

Qualdo

Qualdo is a single, centralized tool to measure, monitor, and improve data quality from all your cloud database management tools and data silos. It lets you deploy powerful auto-resolution algorithms to track and isolate critical data issues. Take advantage of robust reports and alerts to manage your enterprise regulatory compliance.

Commercial: Commercial
Data cleansing: No
Data Discovery & Search: No
Data Profiling: Yes
Data standarization: No
Free edition: No

RightData

RightData is a self-service suite of applications that helps you achieve Data Quality Assurance, Data Integrity Audit and Continuous Data Quality Control with automated validation and reconciliation capabilities.

Commercial: Commercial
Data cleansing: No
Data Discovery & Search: Yes
Data Profiling: Yes
Data standarization: Yes
Free edition: No

CloverDX

CloverDX's data quality features offer you automated data quality and error handling for your workflows. With CloverDX's data quality features, you can discover and deal with bad data fast. You can automate bad data identification & correction, rule definitions, and reports on data quality. In short, CloverDX gives you the ability to make better decisions with more trustworthy data.

Commercial: Commercial
Data cleansing: Yes
Data Discovery & Search: Yes
Data Profiling: Yes
Data standarization: No
Free edition: No


Data quality tools are the scripts that support the data quality processes and they heavily rely on identification, understanding, and correction of data errors. Data quality tool enhances the accuracy of the data and helps to ensure good data governance all across the data-driven cycle.

The common functions that each data quality tools must perform are:

• Data profiling
• Data monitoring
• Parsing
• Standardization
• Data enrichment
• Data cleansing

Choosing the right data quality tool is essential and impacts the final results. To help you with the right selection, we prepared a list of tools that will assist you with maintaining a high level of data quality.