Data lineage is the process of uncovering the life cycle of data; it tries to illustrate the entire data flow from beginning to end.
Lineage data refers to understanding, recording, and visualizing data as it moves from data sources to consumers in information technology.
This section covers all of the data’s transformations along the way, describing how the data was converted, what changed, and why the data changed.
This article will list the best Data Lineage tools and everything you need to know about them.
Data lineage enables users to verify that their data comes from a reputable source, has been converted appropriately, and has been placed into the desired location before proceeding.
When it comes to making strategic decisions that are based on reliable facts, data lineage is crucial to success.
If data processes are not properly monitored, it becomes nearly impossible, or at the very least extremely costly and time-consuming, to validate the data.
To validate data correctness and consistency, data lineage allows users to search both upstream and downstream, from source to destination, to detect and rectify abnormalities in data.
Best Data Lineage Tools – Our Top Pick👌👌
1. OvalEdge
OvalEdge is the first data lineage tool on our list. OvalEdge is a data governance and data catalog toolkit, according to the company. Information technology may be used to comprehend, locate, govern, and regulate data.
Additionally, the tool assists you in delivering insights most effectively. OvalEdge may be used by amateurs or experts in their field.
The program operates by crawling your system database to collect all of the data accessible for use in creating a catalog. It indexes all this information and creates a lineage chart depicting the whole data cycle.
The information is also structured so you can access each and receive a data summary for easy comprehension. Tags, user names, and other identifiers can make the data more personalized.
Data scientists and analysts will be able to interact more effectively with the help of OvalEdge.
Furthermore, it collaborates with various data management systems, business intelligence platforms, and analytical platforms, amongst other tools and technologies. Amazon S3, Salesforce, MySQL, MongoDB, and other popular databases are examples.
Because it is cloud-based, this program may be accessed and used through the internet and installed on Windows and Linux PCs.
Pricing for OvalEdge:-
OvalEdge has a straightforward price structure, and you must pay every year.
Basic Plan:- $100 per month for up to three users.
Other Packages:- Pricing on an individual basis
2. Octopai
Octopai is a software platform that automates the process of data tracing and tracking. There are elements in the tool that will assist you in finding and understanding your data. An easy-to-use data tracking tool, it’s quick and easy to use.
Because Octopai is fully cloud-based, there is no need to install anything. Companies like First Interstate Bank, QuoteWizard, CooperVision, and others rely on this software to run their operations.
Many professionals, including data analysts, data scientists, business intelligence managers, business intelligence developers, data engineers, and data architects, use Octopai.
Octopai, in truth, is a clever metadata management system that runs in the background and collects and organizes data.
As a result, users may rapidly discover metadata from various systems and gain a comprehensive understanding of the whole data path. Thanks to the straightforward search, you will have no trouble locating any reports or references.
Octopai, as an automated program, assists in eliminating manual data mapping. Because it is entirely cloud-based, it is simple to switch between platforms.
Notably, the product integrates well with Microsoft’s Power BI platform. Moving business intelligence data from Octopai to Power BI is possible smoothly.
Pricing for Octopai:-
Octopai is a high-end data lineage tool. However, the company does not disclose its cost. First, you’ll need to book a demo, following which you’ll need to discuss your billing options with the staff.
3. Collibra
This is a cloud-based data intelligence solution for identifying reliable data in any company.
Several well-known firms, including Adobe, Honeywell, T-Mobile, and SouthWest use Collibra. Collibra offers a variety of solutions, data lineage being only one of them.
The Collibra data lineage tool pulls lineage information from systems in an automated manner. It captures just the most relevant information to conserve resources and maintains the lineage up to date.
When the data is extracted, you receive a complete technical lineage that is easy to understand and visualize for business purposes.
You may do impact analysis using the tool in various ways, including tables, business reports, and columns. Collibra guarantees that your data complies with various standards, including GDPR, CCPA, and BCBS239.
It is possible to link the Collibra data lineage tool with Google Cloud, Amazon Web Services, Microsoft, Databricks, Snowflake, and Tableau.
Even though Collibra is a cloud-based application, you can install it on Windows and Mac PCs, iPads, and iPhones. When it comes to the cloud, you may access it directly through the web or as a SaaS.
Pricing for Collibra:-
Collibra is somewhat costly. The pricing for this tool, like some others, is not made public, and you must speak with a support staff member to find out how much it costs. Collibra price is often determined by the number of users.
4. CloverDX
CloverDX is one of the most popular data lineage tools. It was created to assist in the resolution of data problems. Notably, the technology is well-suited for data management in large organizations.
Additionally, CloverDX has a visual designer that is user-friendly for developers. This is especially advantageous to data newbies since it makes the entire data design process look less complicated.
The technology is perfect for data migration since it automates repeated activities, ensuring they are always performed on time.
To maintain consistency, the CloverDX lineage tool cleans and corrects data. The application is available in the cloud, on Windows and Mac PCs, and mobile devices. It’s free.
CloverDX Pricing Information:-
CloverDX allows you to pay a monthly membership fee or a one-time fee to acquire the program. Both pricing options are not publicly available, and you must obtain a quote before deciding on which price to accept.
However, the beginning price for purchasing the program on an ongoing basis is around $5,000. For the first 45 days, you can use the CloverDX tool at no cost.
5. Datameer
Businesses of all sizes may benefit from Datameer’s data and analytics solutions.
Many people and companies choose it as their data lineage tool since it is simple to use and their team delivers excellent customer service.
It has two major products, Datameer Spotlight and Datameer Spectrum, which are data engineering solutions available on the platform.
Discovering, accessing, modeling, and distributing information are all made possible by Datameer solutions.
There are additional collaborative capabilities that assist data specialists in their collaboration with one another.
Datameer eliminates the need for coding in the modeling and construction of data pipelines. You can rely on the efficiency of this procedure because it is a comprehensive visual process.
Furthermore, owing to the Google-like search engine, getting the tools and data you want is quite simple.
This tool is compatible with Microsoft Azure, Amazon Web Services (AWS), and Google Cloud Platform cloud computing infrastructures (GCP).
Other systems with which the tool is compatible include Oracle, Qlik, Teradata, SnowFlake, and others. With all these characteristics, it is often regarded as one of the most effective data lineage tools.
Pricing for Datameer:-
Datameer price is determined on the software edition selected, and there are three primary editions available:
Personal Edition is available for $300 per year.
Edition for a Workgroup – $19,188 per year
Pricing for the Enterprise Edition is determined on an individual basis.
6. Trifacta
Trifacta was introduced in 2012 and is defined as a data-wrangling program. The technology makes it simple for data professionals to blend artificial intelligence with human intelligence in accessing, converting, and automating data pipelines, and it does so in a scalable manner.
It is a well-known tool since it is utilized by over 10,000 businesses worldwide. Through the use of a visible and scalable data transformation solution, Trifacta aids in the acceleration of data transformations.
The visual profiles are moderately interactive; you may select the specific aspects you wish to work with and the modification recommendations offered by the profile.
This data lineage tool assures data quality by making it simple for you to discover mistakes and outliers and repair them using one tool. Additionally, Trifacta automates data pipelines in minutes rather than hours.
This tool is compatible with virtually any cloud and open API that is currently accessible. Systems such as SQL, Python, Spark, and Debt are examples of this.
Cloud-only, Trifacta connects with Amazon AWS, Microsoft Azure, and Google Cloud, as well as SnowFlake and Databricks, among others.
TRIFACTA PRICING:-
Trifacta offers three different price choices, which are as follows:-
Starter Plan – $80 per month per user for the first year
Professional Plan – $400 per month per person
Enterprise Plan – Individualized pricing
7. Atlan
Atlan is a modern data workspace for tracking data’s history, documenting it, assessing its quality, and exploring it.
In addition to having an open API architecture and being easy to deploy, this program was designed for non-technical users.
With advanced search engines, you may quickly find all of your data assets with Atlan.
The software’s user-friendly interface, which is simple to use and comprehend, is also worth noting. Assets such as intelligence reports and data tables may be easily discovered.
The Atlan bot automatically performs data lineage on all of the data. The bot searches through SQL query history to establish a data lineage and discovers and categorizes personally identifiable information (PII).
Data may be grouped using tags, metadata, and other categories. Individual individuals, teams, and organizations can have their access levels controlled by you as well.
Atlan interfaces with various third-party systems, such as Snowflake, Amazon S3, Amazon Redshift, Azure, Google Cloud, MySQL, Tableau, and Power BI.
Pricing for Atlan:-
Atlan offers three different price options. However, because they are pay-as-you-go options, they have no fixed subscription charge. Nonetheless, they are as follows:
Atlan Starter – up to 500 data assets can be managed.
Atlan Premier – Up to 3000 data assets can be stored on one server.
Atlan Enterprise – Infinite data assets are available.
8. Alation
Next up on our list we have Alation. This is a data intelligence software program that was introduced in 2012.
AI-driven, it may aid with data discovery, data lineage, governance, analytics, and transformation. Integration with a native cloud service – the Alation Cloud Service – allows for faster software deployment due to the integration.
Alation has a sophisticated behavioral analysis engine that uncovers the most profound findings. Anyone may use this program without difficulty, thanks to the guided navigation.
An intelligent stewardship dashboard is included in the program for tracking data lineage. This strategy puts humans first, and automating tasks such as cataloging, data classification, and stewardship is possible.
Because of the analysis reports, you may receive a thorough look at the consequences produced by data changes, which can assist you in risk management.
You will have no problem engaging with others because the program encourages collaboration. Furthermore, the program provides quality flags, warnings, and other information automatically to assist you in making the best selections.
Among the systems this program interfaces with are Einstein Analytics, Tableau, Kyle, and Trifacta. Alation is popular among large corporations such as Pepsico, Motorola, and ComED.
Pricing by Allocation:-
To take advantage of the Alation data lineage software, you must register an account and schedule a demonstration.
You may consult with the sales staff to determine an appropriate price strategy. Please keep in mind that Alation costs per feature.
9. Dremio
Dremio is a software platform for data liberation, according to its developers. The program may be used to transfer data warehouse workloads, shift from on-premises to cloud environments, and migrate away from data warehouses, among other things.
It is a fast program that aids in the elimination of data transfer bottlenecks, allowing you to transmit huge amounts of data across different apps without difficulty.
The program works with Apache Arrow to reach this degree of speed. As a result, you may transport data up to 1000 times quicker than before.
Dremio allows you to build stronger data lineages using the most appropriate architecture.
It is interoperable with every computer engine or architecture on the market today.
You may update your data analytics with Dremio using a cloud data lake without impacting your current workloads.
It handles the two most difficult problems businesses encounter while upgrading their infrastructure: staging and reconstructing the data pipeline.
Several platforms are supported, including Azure, AWS, Preset, Tableau, Qlik, DellEMC (for data warehouses), and Looker (for data visualization).
Dremio Pricing Information:-
Dremio’s price structure is not easily discernible to the public. Nonetheless, after arranging a demo and consulting with the team, you may receive an estimate for payments made monthly, yearly, or for the rest of your life.
10. Kylo
Kylo is a well-known program for creating data pipelines, developed by Teradata and launched in 2007.
Among the software’s five primary functions are the following: absorbing data, preparing it, discovering it, monitoring it, and designing it. It may be used as a data lake platform, for example.
Kylo has capabilities for managing information, governing data, and protecting data, among other things. It significantly benefits programmers because it is free and open-source software.
Because of the product’s simple guided user interface (UI), data intake is smooth. The program has a pipeline template system that allows it to be linked to any data source or format and deploy data into any destination without requiring any configuration.
There is a transformation function for preparing data, and Kylo takes advantage of the Apache Spark framework.
A metadata repository incorporated within the system is used for data exploration, and the search mechanism is similar to that of Google. Kylo is equipped with cutting-edge techniques for monitoring streams.
Data profiling is automated, and the lineage process is visually represented, making it easy to comprehend for non-technical individuals to follow.
With the help of Apache NiFi, you may create new pipeline templates that will allow you to expand the capabilities of Kylo. Both systems work together without any issues. With all these features, it is the best data lineage tool.
Pricing for Kylo:-
Teradata provides Kylo under the Apache 2.0 license, meaning it is a free-to-use data lineage software solution.
11. Tokern
Another excellent open-source data lineage software program is available here. Tokern is a tool for gathering, organizing, and evaluating the information associated with a data lake.
It’s easy to use, and you can use it to either gather metadata information continuously or as a command-line application to conduct operations on demand swiftly. Not to add that data stewards, engineers, and analysts are familiar with the term.
Tokern gathers and organizes all data into a single data catalog for easy access. Because of this, you can handle all your data and information in one convenient location.
You may build data lineage by programming using the APIs that are accessible, or you can utilize the provided interactive graphs. The program scans your entire infrastructure to trace data back to its source.
Tokern interfaces with Snowflake, AWS Redshift, and BigQuery to provide customer data lineage.
The program interacts effortlessly with any of these platforms, and you can begin the construction process by using ETL scripts or your query history to get a head start on your project.
Tokern may be quickly implemented on cloud computing platforms like Google Cloud Platform, Amazon Web Services, and other similar services.
Aside from that, Tokern tracks PHI, PII, and other important data. Additionally, there is the data dictionary, which assists you in maintaining accurate data assets.
Pricing for Tokern:-
Tokern is completely free to use. It’s possible, though, that this is because the technology is still in its early phases, which would explain the situation.
12. SentryOne Document
SentryOne makes it simple to generate data lineage when used in conjunction with the Document program.
This program may produce data lineage from many sources to provide a full description of the data source and how it has been treated throughout its existence.
Data may be imported into SentryOne Document from various systems, including SQL Servers, Power BI, Azure, SSAS, SSIS, Excel, and other platforms. Because the process is visible, keeping track of data dependencies across your lineage is simple.
Managing data documentation chores becomes a piece of cake with the help of this data linkage software. Furthermore, it is accessible as cloud-based software or as desktop software.
The cloud software makes it simple to create data lineage, and because the platform is housed in the cloud, you have fewer things to worry about managing.
Aside from that, you can access your data and tasks from any device with reasonable simplicity. The desktop program provides you with more administration choices, and it is extremely customizable as well.
Pricing for SentryOne Documents:-
This program is offered in three distinct versions, and you must pay for it in advance for a whole year. They are as follows:-
$ 495 per year for each user in the Essentials Version
Standard Version – $795 per year per user (standard version).
Premium version – $1,209 per user per year ($4,650 for five users and $8,799 for ten)
13. Axon Data Governance
The Informatica product Axon Data Governance is used to manage data governance. It may be used in many areas, the most important being data governance and data lineage.
To help enterprises offer reliable data, the software was established. Automated data finding, sharing, and quality evaluation are made easier using artificial intelligence-driven platforms.
The Axon Data Governance Tool provides you with access to a curated data marketplace where you can rapidly identify the most appropriate data for the needs of your business, saving you time and effort.
Furthermore, you may use this tool to construct your own data dictionary.
The visualization of data lineage using the Axon Data Governance Tool is demonstrated. The program performs automatic monitoring and measurement of data quality using definitions from your data dictionary.
If you are concerned about security, you may rely on this program’s risk and change impact assessment to protect your personal information.
Pricing for Axon Data Governance Services:-
Like other Informatica products, Axon Data Governance is sold on a private market basis. You can test the product for free, then you may negotiate the price with their Sales Representative to determine what you should pay.
14. Truedat
Your data may be transformed into a significant business asset with the help of truedat. Developed by Bluetab Solutions as open-source software, the program may be downloaded for free.
It is effective for various applications, including cloud ingestion, data lake governance, and data quality. Truedat is used by some of the world’s most prestigious companies, including LaLiga, Telcel, BMN, Naturgy, and Bankia.
Using Truedat, you may get an integrated solution for end-to-end data governance that covers data lineage and quality in one integrated package.
Furthermore, the program allows you to convert from a technical view to a straightforward commercial view, making it suitable for both novices and professionals.
In addition to creating a business lexicon for future reference, global search capabilities are available to locate data items quickly.
The Truedat platform integrates with several third-party technologies, including MicroStrategy, Google BigQuery, Microsoft Azure, Oracle, Hive, Power BI, Amazon Redshift, S3, and others, to provide a comprehensive data management solution for businesses.
Truedat Pricing Information:-
Truedat is a completely free tool to utilize.
📗FAQ
What are data lineage tools?
Data lineage tools are software applications that track data’s origin, movement, and transformation throughout its lifecycle, from creation to consumption.
It enables organizations to maintain a complete audit trail of their data, providing insights into its quality, accuracy, and trustworthiness.
With data lineage tools, organizations can ensure compliance with regulatory requirements and better understand the impact of changes to data on their business processes.
Best open-source data lineage tools
Several open-source data lineage tools are available in the market, including Apache Atlas, Apache NiFi, and OpenLineage. Apache Atlas is a scalable and extensible data governance framework that provides metadata management and data lineage capabilities.
Apache NiFi is a powerful data integration and flow management tool that provides a visual interface for building data pipelines and capturing data lineage.
OpenLineage is a metadata specification and API that enables easy capture, storage, and sharing of data lineage information.
Best automated data lineage tools
Several automated data lineage tools are available in the market, including Alation, Collibra, and Informatica.
Alation is an AI-powered data catalog that provides data discovery, lineage, and governance capabilities.
Collibra is a data governance platform that provides end-to-end data lineage, impact analysis, and data cataloging capabilities.
Informatica is a comprehensive data integration and management platform that includes data lineage and impact analysis capabilities.
What is data lineage in ETL?
Data lineage in ETL (Extract, Transform, Load) refers to tracing data movement and transformation from its source to its destination through various ETL processes.
It provides a complete understanding of the data’s journey from source to destination. Data lineage in ETL helps organizations to identify data quality issues, manage data governance, and ensure regulatory compliance.
What is data lineage in Collibra?
In Collibra, data lineage refers to tracking data movement and transformation from its source to its destination across the organization’s systems and processes.
Collibra’s data lineage capabilities provide end-to-end visibility into data flows, dependencies, and transformations, helping organizations to understand how data is being used, identify data quality issues, and ensure regulatory compliance.
How do you set up data lineage?
To set up data lineage, you need to identify the sources of your data and the systems and processes that handle the data. You must also identify the transformations that occur as the data moves through the organization’s systems.
Once you have identified all the relevant systems and processes, you can use a data lineage tool to capture and store the data lineage information. You can then visualize the data lineage information in a diagram to better understand the data flows and dependencies.
What is an example of a lineage?
An example of a lineage is tracing a product’s sales data from the point of sale to the final report.
The data lineage would include information on the systems that captured the sales data, the data transformations during data processing, and the systems that generated the final report.
This information would provide a complete understanding of the product’s sales data and help to identify any data quality issues or regulatory compliance requirements.
What is data lineage in SQL?
Data lineage in SQL refers to tracing data movement and transformation in SQL-based systems, such as databases and data warehouses.
SQL-based systems use SQL queries to extract, transform, and load data from various sources. Data lineage in SQL provides a complete understanding of the data’s journey from its source to its destination, helping organizations to identify data quality issues, manage data governance, and ensure regulatory compliance.
Is Informatica a data lineage tool?
Yes, Informatica is a comprehensive data integration and management platform that includes data lineage and impact analysis capabilities.
Informatica’s data lineage capabilities enable organizations to trace the data’s movement and transformation from its source to its destination and understand the data’s impact on their business processes.
Informatica provides a visual interface to create data lineage diagrams, which help organizations to understand data flows and dependencies better.
What is a lineage in SQL?
In SQL, lineage refers to tracing data movement and transformation within SQL-based systems, such as databases and data warehouses.
SQL queries extract, transform, and load data from various sources, and lineage information provides insights into the data’s journey from its source to its destination.
SQL lineage information helps organizations identify data quality issues, manage data governance, and ensure regulatory compliance.
What are the two types of data lineage?
The two types of data lineage are forward lineage and backward lineage. Forward lineage refers to tracing data movement from its source to its destination.
In contrast, backward lineage refers to tracing data movement from its destination to its source. Forward lineage helps organizations to understand the impact of changes to data on downstream processes, while backward lineage helps organizations to understand the root cause of data issues.
What type of tool is Collibra?
Collibra is a data governance platform that provides end-to-end data management capabilities, including data lineage, impact analysis, and data cataloging. Collibra enables organizations to manage their data assets, understand the data’s lineage, and ensure regulatory compliance.
What does Collibra stand for?
Collibra is not an acronym but a company name representing collaboration and governance. Collibra’s data governance platform is designed to enable collaboration among stakeholders and provide governance over the organization’s data assets.
What is a data lineage diagram?
A data lineage diagram visually represents the data’s journey from its source to its destination, including the systems and processes that handle the data and the transformations that occur during data processing.
Data lineage diagrams provide a comprehensive understanding of data flows and dependencies, enabling organizations to identify data quality issues, manage data governance, and ensure regulatory compliance.
Who is responsible for data lineage?
Data lineage is typically the responsibility of an organization’s governance and data management teams. These teams are responsible for ensuring the accuracy and completeness of the data lineage information, managing data quality issues, and ensuring regulatory compliance.
Why is data lineage hard?
Data lineage can be challenging due to the complexity of modern data architectures, which often involve multiple systems and processes that handle the data.
Data lineage also requires a deep understanding of the organization’s data and business processes, which can be difficult to achieve.
Additionally, data lineage requires ongoing maintenance and updates to keep up with organization system and process changes.
Finally
Several data lineage tools are available, but only the best ones with the appropriate capabilities should be used. We’ve done the legwork for you, as we’ve compiled a list of the 15 finest data lineage tools.
With any of these technologies, you’ll be able to properly audit data from its place of origin to its point of destination.
