// Challenges

Data pipeline maintenance never ends

// Challenge

The analytics pipeline can be compared to a domino chain. Every domino is a step in the operations that provides a consistent and high-quality output. Every change you try to make in the chain needs to be executed with precision for it can cause all stones to fall, causing a domino effect.

Every update or small adjustment triggers a change in the pipeline. It is therefore advised to validate and verify changes, which often takes longer than the change itself.

// Our solution

Data lineage

Data lineage describes the complete data life cycle by providing insight in the data flow from start to finish. It uncovers how data flows from the data sources to the data consumers.

Data Warehouse Automation allows you to detect changes within the data structures of your data sources and will generate the changed data pipelines.

// Our solution

Data Warehouse Automation

Data Warehouse Automation gives an answer to structural and scaling problems that are common to initial data warehouse projects. Raise your return on investment by delivering intermediary results and make re-engineering possible during the course of the project.

Let's turn your data into actionable insights

// The other challenges

6 CHALLENGES OF DATA PROJECTS

You now know more about the challenge outlined above, but we have identified five other challenges that are also lurking when working with data, either before starting a data project or during its implementation.

The requirements and criteria of your project or business environment are likely to change as you gain insights along the way. Flexible, open data modelling is key.

Data usually doesn’t reside in one and the same place. Connecting the internal and external sources and extracting what you need is what we do – and excel at.

Data comes in many shapes and languages, depending on the source. We make sure your data is translated in a common format to enable further processing.

The quality of your report is as good as your worst data. Our methodology enables you to pinpoint the weakest link and take corrective action to eliminate duplicates and errors.

What is done manually, opens the gates to human errors, which replicates throughout your systems. Automated reports save precious resources and avoid mistakes.

Even if you change just one domino, the result has great repercussions further down the line. Our systems’ flow management makes your job easier and safer.

Data pipeline maintenance never ends

Data lineage

Data Warehouse Automation

Let's turn your data into actionable insights

6 CHALLENGES OF DATA PROJECTS

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