Altova MapForce Server vs. dbt vs. Fivetran

Altove Mapforce Server is a software that offers high performance at the server level when executing data mappings and offers even greater productivity by improving the automation of data mappings, it is a tool that offers the advantage of making use of functions that allow actions automated before or after mapping execution, is used because it provides up to 70 times faster performance.

Incentivized

The prerequisite is that you have a supported database/data warehouse and have already found a way to ingest your raw data. Then dbt is very well suited to manage your transformation logic if the people using it are familiar with SQL. If you want to benefit from bringing engineering practices to data, dbt is a great fit. It can bring CI/CD practices, version control, automated testing, documentation generation, etc. It is not so well suited if the people managing the transformation logic do not like to code (in SQL) but prefer graphical user interfaces.

Incentivized

Fivetran's business model justifies the use-case where we require data from a single source basically a lot of data but if the requirement is not on the heavier side, Fivetran comes to costly operation when compared to its peers. Otherwise, I'll recommend Fivetran for stability and update and seamless service provider.

Incentivized

• Connecting to and mapping data from a variety of sources, including databases, XML files, and text files.
• Transforming data from one format to another, such as XML to JSON or CSV to XML.
• Generating output in a variety of formats, including XML, JSON, CSV, and SQL.
• Running mapping jobs on a schedule or on demand.
• Providing comprehensive logging and email notification.
• Supporting multiple users and roles with security and permissions.

Incentivized

• dbt supports version control through GIT, this allows teams to collaborate and track the data transformation logic.
• dbt allows us to build data models which helps to break complex transformation logic into simple and smaller logic.
• dbt is completely based on SQL which allows data analyst and data engineers to build the transformation logic.
• dbt can be easily integrated with snowflake.

Incentivized

• Easily connects to source data using delivered connectors
• Transforms data into standard models and schemas
• Has very good documentation to help quickly setup connectors

Incentivized

• Altove Mapforce Server is an enterprise software that performs data transformation and mapping on MacOS, Windows, Linux operating systems with seamless operation and flexible features that adjust to user needs, It offers high-level services such as bulk database inserts. data by reducing the processing load and achieving much faster performance.

Incentivized

• Field-level lineage (currently at table level)
• Documentation inheritance - if a field is documented the downstream field of the same name could inherit the doc info
• Adding python model support (in beta now)

Incentivized

• Very difficult to get connectors enhanced if a specific needed object is not supported by them
• Depending on the edition needed and the data volumes, can get quite expensive

Incentivized

dbt is very easy to use. Basically if you can write SQL, you will be able to use dbt to get what you need done. Of course more advanced users with more technical skills can do more things.

Incentivized

Very easy and intuitive to setup and maintain as there usually are not that many options. Very well documented (e.g. how to setup each connector, how the schema looks like, any specific features of this connector etc.). Also the operation is intuitive, e.g. you have status pages, log pages, configuration pages etc. for each connector.

Incentivized

It runs pretty well and gets our data from point A to point cluster quickly enough. Honestly, it's not something I think about unless it breaks and that's pretty rare.

Incentivized

Altova MapForce Server is a powerful data integration tool that supports a wide range of data sources and targets. Talend Data Integration is also a powerful data integration tool, but it does not support as many data sources and targets as Altova MapForce Server. Altova MapForce Server also supports a wide range of data transformation and mapping features, making it a more versatile tool than Talend Data Integration.

Incentivized

I actually don't know what the alternative to dbt is. I'm sure one must exist other than more 'roll your own' options like Apache Airflow, say, bu tin terms of super easy managed/cloud data transforms, dbt really does seem to be THE tool to use. It's $50/month per dev, BUT there's a FREE version for 1 dev seat with no read-only access for anyone else, so you can always start with that and then buy yourself a seat later.

Incentivized

We never seriously considered using anything else. Our data engineers had used Fivetran extensively in previous roles so when it came time to make a decision, there wasn't much of a process. They gladly signed the contract with Fivetran pretty quickly.

Incentivized

• Altove Mapforce Server is an ETL and data mapping tool that performs mapping to all popular data formats and transformation between any combination of XML, JSON, Excel, and Web service data. It positively impacts my organization by helping us develop delivery notifications internally by converting data from one format to another.
• A perfect platform for developers and IT professionals to map data from one format to another with security and speed.

Incentivized

• Simplified our BI layer for faster load times
• Increased the quality of data reaching our end users
• Makes complex transformations manageable

Incentivized

• It has been very positive in serving BI team with new source requests
• It has been OK at scaling to match as data volumes as source data size grows

Incentivized