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Overview

Every company that uses data to make decisions or carry out operations needs to know the transformations that they undergo throughout their life cycle, from the moment they are created until they are used.

As architectures and organizations become more complex, it is no longer possible to rely on people’s knowledge or documentation. The data lineage allows you to carry out Root Cause Analysis or Impact Analysis activities immediately, improving the efficiency of Data Management projects, optimizing incident response times and minimizing the risk of errors.

Furthermore, sector or generic regulations such as the GDPR recommend correct identification and documentation of data flows as a prerogative for compliance.

Challenges

The main problems resulting from the lack of a Data Lineage tool are:

→ Difficulty in identifying the causes of any inconsistencies in the data, with consequent impact on time and costs

→ Inefficiency in evolutionary and corrective interventions on existing processing chains

→ Risk of errors in Data Management activities

→ Lack of control over unused resources

→ Potential lack of compliance

6%
Decrease in Data Driven companies
in the period 2017-2019, due to low confidence in the data
HBR

Solutions

The ability to visualize data flows and understand how they move within the data platform is a crucial element in ensuring the efficiency of the data management team.

An integrated Data Governance solution guarantees the possibility of analyzing data flows, both in terms of dependencies between Data Products, in an approach based on the Data Mesh paradigm, and in terms of relationships between individual columns of the data structures present on the various analytical applications (Column-level lineage).

Using dedicated connectors with Reverse Lineage capabilities it is possible to automatically reconstruct data flows, interpreting the transformations they undergo within the various portions of the Data Platform.

Blindata’s SQL Lineage module uses schema metadata and SQL statements (including standard database objects such as views and routines, query logs, and scripts generated by ELT tools) to infer data flows and transformations.

The automated SQL parser within Blindata generates a SQL syntax tree that vividly illustrates the data flows and transformations present in statements. Next, simplify this representation by eliminating transformations, creating a concise line graph that connects tables and columns only.

To improve user accessibility, the lineage view incorporates drill-down capabilities. This feature allows users to quickly identify the script or routine responsible for generating a specific data stream. Additionally, users can easily drill down into the details of transformations with just a few clicks, facilitating a comprehensive analysis of the underlying processes.

Connectors dedicated to a reporting tool, such as Microsoft PowerBi or Tibco Spotfire, allow automatic end-to-end reconstruction of the lineage, from source to final use of the data.

Specific impact analysis functions highlight, starting from any point of the Data Platform, all the impacted data assets, isolating the sections of interest if necessary.

Data-flow-chart

The integration with Data Quality Monitoring functionality allows you to proactively manage the communication of potential critical issues in the data to all affected parties.

1 Setup
Initial configuration of the Data Governance platform and connectors towards perimeter applications
2 Tuning
Analysis and validation of data flows, management of any errors in flow analysis, assignment of responsibilities
3 Analyse
Use of the Data Lineage tool to analyze data flows, in particular to carry out impact analyzes or to identify the causes of any problems in data management

Benefits

Cost monitoring and optimization
Clarity in ownership
Mean Time to Detect optimization
Governance and control of Data Assets
Reduction of operating costs
Greater development agility

Resources

Video
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13/05/2024

Data product catalog: from data contracts to knowledge graph | Video Speech

Link
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15/07/2024

Partnership spotlight: Blindata

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