Elevating Data Quality At Every Stage Of The Pipeline

  • Ndz Anthony
  • June 19, 2023
data quality management

How important is excellent data quality to your business? According to an article by research firm Gartner, poor data quality cost businesses about $12.9 million annually. Poor data quality is hurting your business, maybe more than you think.

What though is data quality, and what can you do to avoid the pitfalls of poor-quality data?

Let’s answer our first question.

What is data quality?

Today’s data-driven world means that businesses generate and use a humongous amount of data. Since this data goes to data warehouses, these warehouses need to continually scale to accommodate this huge amount of data, hence the need for a data quality process.

Data quality is an assessment of data from the early stages in the pipeline to the final stages to ensure that the data is always accurate, reliable, complete and consistent.

In effect, data quality is about identifying errors that need to be fixed in the data and making sure that the data conforms to standards predefined by the business.

What happens if data quality checks are neglected? The Gartner’s article mentioned earlier highlights the consequences of ignoring data quality checks as;

  1. It leads to missed opportunities
  2. It increases the running cost of business
  3. It leads to damaged reputation, which can be very difficult to repair.
  4. Regulatory fines may be imposed on your business.

Clearly, your organization needs all the help they can get to address the challenges of data quality at every stage down the pipeline. What can you do to improve data quality? Let’s look at one of the most effective ways to do that.

How to Improve data quality

A smart way to improve data quality is to implement a data quality management program like Datameer. This can help your business identify, assess, and correct data quality issues at any stage of the data pipeline.

Smart businesses leverage Datameer to improve data quality in every stage of the data pipeline. What makes Datameer the gold standard of data quality management? Here is how Datameer is built to up your data quality game:

1. Data Ingestion Made Easy:

Effortlessly integrate data from multiple sources into your pipeline with Datameer’s seamless data ingestion capabilities. Whether it’s structured or unstructured data, batch or real-time streams, you can collect and integrate data from any source, ensuring a smooth and reliable data flow.

2. Automated Data Cleansing:

Datameer automates data cleansing tasks, allowing you to identify and rectify inaccuracies, inconsistencies, and duplicates in your datasets, this reduces errors and ensures data accuracy throughout the pipeline.

3. Data Transformation and Enrichment:

Datameer empowers you to transform and enrich your data on-the-fly. Seamlessly perform complex data transformations, merge datasets, and enrich your data with external sources, all within a single platform.

Datameer allows you to completely shape your data into actionable insights without compromising data quality.

4. Robust Data Governance:

Maintaining data quality requires robust data governance, and Datameer delivers just that. Our platform provides comprehensive data lineage, metadata management, and data quality monitoring capabilities.

Gain full visibility into the data flow, track changes, and ensure compliance with regulatory requirements, giving you confidence in your data-driven decisions.

5. Advanced Data Profiling and Monitoring:

With Datameer’s advanced data profiling and monitoring features, you can proactively detect anomalies, monitor data quality metrics, and identify potential issues in real time.

With Datameer ‘s intuitive dashboards and alerts, you can stay on top of data quality, empowering you to take immediate actions and maintain the integrity of your data.

6. Collaboration and Data Sharing:

Promote data quality across your organization with Datameer’s collaborative features. Facilitate data sharing, foster collaboration among teams, and establish a data-driven culture.

With secure and controlled access to data, you can ensure consistency and accuracy at every level, enhancing decision-making and driving business success.

Datameer can help organizations to improve data quality down the pipeline.

Want to gain confidence in your data? Datameer can help you do just that.

Book a demo with us today to learn more.

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