Azure Data Factory vs. Incorta

Well-suited Scenarios for Azure Data Factory (ADF): When an organization has data sources spread across on-premises databases and cloud storage solutions, I think Azure Data Factory is excellent for integrating these sources. Azure Data Factory's integration with Azure Databricks allows it to handle large-scale data transformations effectively, leveraging the power of distributed processing. For regular ETL or ELT processes that need to run at specific intervals (daily, weekly, etc.), I think Azure Data Factory's scheduling capabilities are very handy. Less Appropriate Scenarios for Azure Data Factory: Real-time Data Streaming - Azure Data Factory is primarily batch-oriented. Simple Data Copy Tasks - For straightforward data copy tasks without the need for transformation or complex workflows, in my opinion, using Azure Data Factory might be overkill; simpler tools or scripts could suffice. Advanced Data Science Workflows: While Azure Data Factory can handle data prep and transformation, in my experience, it's not designed for in-depth data science tasks. I think for advanced analytics, machine learning, or statistical modeling, integration with specialized tools would be necessary.

Incentivized

The best aspect of Incorta is the ability to retain fidelity to raw data sources. Incorta does not require an ETL process or pre-aggregation to get results. Another great feature is the Business Schema. The ability to present data in localized business language is key to citizen development. The solution is a complete platform from ingestion to presentation. There is no need for additional products to provide high-performing dashboards. It is worth repeating that no ETL is required. If you need high-speed ingestion and presentation of millions of rows of data while retaining access to the raw data, Incorta is the right platform.

Incentivized

• It allows copying data from various types of data sources like on-premise files, Azure Database, Excel, JSON, Azure Synapse, API, etc. to the desired destination.
• We can use linked service in multiple pipeline/data load.
• It also allows the running of SSIS & SSMS packages which makes it an easy-to-use ETL & ELT tool.

Incentivized

• Speed - ingestion and delivery of data
• Customization
• Support
• Training

Incentivized

• Limited source/sink (target) connectors depending on which area of Azure Data Factory you are using.
• Does not yet have parity with SSIS as far as the transforms available.

Incentivized

• Broader use of formula columns in insights
• Formula enhancements to all commenting
• Greater formatting of Insights

Incentivized

There are improvements to the formula area that would make this rating go higher. Formatting is also in need of enhancement.

Incentivized

We have not had need to engage with Microsoft much on Azure Data Factory, but they have been responsive and helpful when needed. This being said, we have not had a major emergency or outage requiring their intervention. The score of seven is a representation that they have done well for now, but have not proved out their support for a significant issue

Incentivized

I have interacted with support on many occasions. They are professional and knowledgeable and have solved every issue and asked every question or directed me to the appropriate resource who can.

Incentivized

The easy integration with other Microsoft software as well as high processing speed, very flexible cost, and high level of security of Microsoft Azure products and services stack up against other similar products.

Incentivized

Each of the other solutions required an ETL to prepare data for ingestion and presentation. Our requirements were for no ELT. Attempting to use raw data sources with both of the other solutions did not provide the performance required (or in the case of Tableau, never finished.) Incorta provides the capability to utilize citizen developers. The other solutions required technical skills beyond the average citizen developer.

Incentivized

• It is very useful and make things easier
• Debugging can improve
• Its better suited than other products with the same objective

Incentivized

• Visibility to daily operations and pacing
• Visibility on daily ACH return facilitating action per client
• Client reporting accepted very well

Incentivized