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    Overview
    ProductRatingMost Used ByProduct SummaryStarting Price

    dbt

    Score9.2 out of 10
    N/Adbt is an SQL development environment, developed by Fishtown Analytics, now known as dbt Labs. The vendor states that with dbt, analysts take ownership of the entire analytics engineering workflow, from writing data transformation code to deployment and documentation. dbt Core is distributed under the Apache 2.0 license, and paid Teams and Enterprise editions are available.

    $0

    per month per seat

    IBM DataStage

    Score8 out of 10
    N/AIBM® DataStage® is a data integration tool that helps users to design, develop and run jobs that move and transform data. At its core, the DataStage tool supports extract, transform and load (ETL) and extract, load and transform (ELT) patterns. A basic version of the software is available for on-premises deployment, and the cloud-based DataStage for IBM Cloud Pak® for Data offers automated integration capabilities in a hybrid or multicloud environment.N/A

    Maia by Matillion

    Score8.5 out of 10
    N/AMaia by Matillion is an autonomous data engineering platform designed to automate the lifecycle of data pipelines through AI-driven orchestration. The solution functions as an enterprise "digital workforce" that translates natural language requirements into production-ready DataPipelines, leveraging a Pushdown Architecture to execute transformations natively within cloud data warehouses.N/A
    Pricing
    dbtIBM DataStageMaia by Matillion
    Editions & Modules
    No answers on this topic
    No answers on this topic
    No answers on this topic
    Offerings
    Pricing Offerings
    dbtIBM DataStageMaia by Matillion
    Free Trial
    YesYesYes
    Free/Freemium Version
    YesNoNo
    Premium Consulting/Integration Services
    YesNoYes
    Entry-level Setup FeeNo setup feeNo setup feeNo setup fee
    Additional DetailsBilled directly via cloud marketplace on an hourly basis, with annual subscriptions available depending on the customer's cloud data warehouse provider.
    More Pricing Information
    Community Pulse
    dbtIBM DataStageMaia by Matillion
    Considered Multiple Products
    dbt Labs
    Chose dbt
    Matillion is graphical versus dbt, which is SQL code-based (that, of course, is a matter of personal preference and not an objective advantage). The integrated testing, documentation generation, lineage, etc., were additional criteria that led us to choose dbt.
    Incentivized
    IBM
    Chose IBM DataStage
    IBM DataStage performes bettere than SSIS in every aspect. IBM DataStage performes better than SAP Data Services in terms of variables and job orchestration flexibility. It is as strong as ODI, but less complex to implement. It allows to write SQL queries as dbt and Glue, but I …
    Incentivized
    Matillion
    Chose Maia by Matillion
    Fivetran offers a managed service and pre-configured schemas/models for data loading, which means much less administrative work for initial setup and ongoing maintenance. But it comes at a much higher price tag. So, knowing where your sweet spot is in the build vs. buy spectrum …
    Incentivized
    Chose Maia by Matillion
    Both the Databricks platform and dbt Cloud are more powerful from the point of view of the development lifecycle and data use cases covered. They are also more complex and require specialized data engineering skills to be used. Matillion has a lower barrier of entry for small …
    Incentivized
    Chose Maia by Matillion
    dbt is great for engineers and those comfortable with coding. Matillion is the low-code alternative with a huge emphasis on collaboration with ease. You don't need to checkout a branch, clone, pull, merge etc. in order to help your colleague with a data pipeline. The simple …
    Incentivized
    Chose Maia by Matillion
    Matillion is affordable, easy to use with a graphical interface
    Incentivized
    Chose Maia by Matillion
    In my opinion Matillion provides more flexibility then the other tools I mentioned.
    Incentivized
    Chose Maia by Matillion
    We decided to move forward with Matillion because it was the best tool among tools that support both ingesting data from a source system to a target database and running transformation workflows on it afterwards. Fivetran and Airbyte only support data ingestion and we had our …
    Incentivized
    Chose Maia by Matillion
    Matillion is a good tool for integrating multiple clouds. Informatica has been a market standard for many years, it provides multiple capabilities for data governance, data quality, etc. However, Informatica is pretty expensive compared to Matillion. Also, Matillion is more …
    Incentivized
    Chose Maia by Matillion
    Matillion was chosen by Schibsted due to the seamless integration with Snowflake. The ease of use and fast workflow have made it an essential tool in our setup, and with the option to integrate nearly every data source there is, plus the ease of use, it really gives a lot of …
    Incentivized
    Chose Maia by Matillion
    Matillion is way much easier and faster
    Incentivized
    Chose Maia by Matillion
    Ease of use and its features,easy integration with AWS
    Incentivized
    Chose Maia by Matillion
    Matillion is cloud-native, therefore it doesn't need virtual machines to set up. It is easier to use compared with some of them. It always does query pushdown, while other ones don't'. It is integrated with Snowflake, while other ETLs need to use workarounds in order to perform …
    Incentivized
    Chose Maia by Matillion
    Matillion is very initutive and easy to learn, when compared to other tools. GUI is simple, not crowded, support is awesome
    Incentivized
    Chose Maia by Matillion
    Similar simple GUI but Matillion's is much cleaner, easier to manage and debug, and easier to connect to cloud databases. Matillion is also much faster.
    Incentivized
    Chose Maia by Matillion
    Before the ETL tool we made the decision to stick to Redshift as a database. Compared to listed products (that I used) I would say that the decision was easy if we consider the sync with AWS and Redshift, cloud-based solution, team collaboration, built-in scheduling, and …
    Incentivized
    Chose Maia by Matillion
    Teradata is basically an SQL tool from where we manage the database. Matillion is a whole other ELT tool on which we can work on independent from the warehouse. It is also much cheaper and installation charges are much less. Informatica is very similar to Matillion in terms of …
    Incentivized
    Chose Maia by Matillion
    Matillion is much easier to use than the other tools that I've worked with in the past and has a more complete forward-thinking cloud strategy. Legacy ETL tools struggle to make use of modern cloud data warehouse patterns.
    Incentivized
    Key User Insights
    Would buy again
    100%
    Would buy again
    10 Answers
    89%
    Would buy again
    8 Answers
    86%
    Would buy again
    54 Answers
    Delivers good value for the price
    100%
    Delivers good value for the price
    9 Answers
    100%
    Delivers good value for the price
    5 Answers
    95%
    Delivers good value for the price
    53 Answers
    Happy with the feature set
    100%
    Happy with the feature set
    10 Answers
    89%
    Happy with the feature set
    8 Answers
    94%
    Happy with the feature set
    59 Answers
    Lived up to sales and marketing promises
    100%
    Lived up to sales and marketing promises
    8 Answers
    100%
    Lived up to sales and marketing promises
    7 Answers
    95%
    Lived up to sales and marketing promises
    42 Answers
    Implementation went as expected
    90%
    Implementation went as expected
    9 Answers
    88%
    Implementation went as expected
    7 Answers
    93%
    Implementation went as expected
    52 Answers
    Features
    dbtIBM DataStageMaia by Matillion
    Data Transformations
    Comparison of Data Transformations features of dbt and IBM DataStage and Maia by Matillion
    Feature
    dbt
    9.8
    8 Ratings
    19% above category average
    IBM DataStage
    7.6
    11 Ratings
    7% below category average
    Maia by Matillion
    8.8
    143 Ratings
    8% above category average
    Simple transformations10.08 Ratings8.011 Ratings9.5143 Ratings
    Complex transformations9.58 Ratings7.311 Ratings8.2142 Ratings
    Data Modeling
    Comparison of Data Modeling features of dbt and IBM DataStage and Maia by Matillion
    Feature
    dbt
    9.1
    8 Ratings
    14% above category average
    IBM DataStage
    7.2
    11 Ratings
    10% below category average
    Maia by Matillion
    8.4
    135 Ratings
    6% above category average
    Data model creation9.88 Ratings7.18 Ratings9.133 Ratings
    Metadata management8.88 Ratings5.010 Ratings9.140 Ratings
    Business rules and workflow9.08 Ratings7.410 Ratings8.4126 Ratings
    Collaboration10.06 Ratings7.411 Ratings7.8127 Ratings
    Testing and debugging8.08 Ratings6.711 Ratings7.9128 Ratings
    Data Source Connection
    Comparison of Data Source Connection features of dbt and IBM DataStage and Maia by Matillion
    Feature
    dbt
    -
    Ratings
    IBM DataStage
    7.7
    11 Ratings
    8% below category average
    Maia by Matillion
    8.7
    143 Ratings
    4% above category average
    Connect to traditional data sources00 Ratings7.911 Ratings9.0142 Ratings
    Connecto to Big Data and NoSQL00 Ratings7.610 Ratings8.3100 Ratings
    Data Governance
    Comparison of Data Governance features of dbt and IBM DataStage and Maia by Matillion
    Feature
    dbt
    -
    Ratings
    IBM DataStage
    5.3
    10 Ratings
    42% below category average
    Maia by Matillion
    8.2
    23 Ratings
    1% above category average
    Integration with data quality tools00 Ratings5.310 Ratings8.222 Ratings
    Integration with MDM tools00 Ratings5.310 Ratings8.220 Ratings
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    dbtIBM DataStageMaia by Matillion
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    Skyvia
    Score10 out of 10
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    Score10 out of 10
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    Score10 out of 10
    Medium-sized Companies
    IBM InfoSphere Information Server
    Score10 out of 10
    IBM InfoSphere Information Server
    Score10 out of 10
    IBM InfoSphere Information Server
    Score10 out of 10
    Enterprises
    SolarWinds Task Factory
    Score8.3 out of 10
    SolarWinds Task Factory
    Score8.3 out of 10
    SolarWinds Task Factory
    Score8.3 out of 10
    All AlternativesView all alternativesView all alternativesView all alternatives
    User Ratings
    dbtIBM DataStageMaia by Matillion
    Likelihood to Recommend
    10.0
    (10 ratings)
    5.9
    (11 ratings)
    8.7
    (145 ratings)
    Likelihood to Renew
    -
    (0 ratings)
    -
    (0 ratings)
    8.6
    (6 ratings)
    Usability
    9.8
    (3 ratings)
    8.0
    (4 ratings)
    8.5
    (144 ratings)
    Performance
    -
    (0 ratings)
    9.0
    (1 ratings)
    -
    (0 ratings)
    Support Rating
    -
    (0 ratings)
    9.6
    (3 ratings)
    7.4
    (7 ratings)
    Implementation Rating
    -
    (0 ratings)
    -
    (0 ratings)
    8.2
    (1 ratings)
    Data Sharing and Collaboration
    -
    (0 ratings)
    -
    (0 ratings)
    9.0
    (1 ratings)
    Data Sources
    -
    (0 ratings)
    -
    (0 ratings)
    9.0
    (1 ratings)
    Product Scalability
    -
    (0 ratings)
    -
    (0 ratings)
    8.2
    (131 ratings)
    Vendor post-sale
    -
    (0 ratings)
    -
    (0 ratings)
    9.1
    (1 ratings)
    Vendor pre-sale
    -
    (0 ratings)
    -
    (0 ratings)
    9.1
    (1 ratings)
    User Testimonials
    dbtIBM DataStageMaia by Matillion
    Likelihood to Recommend
    dbt Labs
    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
    Read full review
    IBM
    DataStage is somewhat outdated for an ETL. I guess that's what makes it a bit lagged behind its competitors. It can be used for data processing, sure, but its performance seems to be lagging behind or quite slow given the server it is running from. I won’t depend on this application if it's handling a lot of mission-critical banking and business data.
    Read full review
    Matillion
    Great: Need to query simpler APIs, or utilize well known services such as GSheets etc.? Matillion has got some of the best and easiest to use connectors out there. Not so great: Do you need have a competent CI/CD flow that you will be able to update / compare from Matillion as well as other sources at the same time? Good luck, you will need to be extra careful, as you might have to have a deeper dive into your servers Terminal each time you have a git conflict.
    Incentivized
    Read full review
    Pros
    dbt Labs
    • 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
    Read full review
    IBM
    • Connect to multiple types of data-sources including Oracle, Teradata, Snowflake, SQl Server.
    • Powerful tool to load large volumes of data.
    • Transformation stages allow us to reduce the amount of code needed to create ETL scripts.
    • Allow us to synchronize and refresh data as much as needed.
    Incentivized
    Read full review
    Matillion
    • The user interface of your data pipelines makes it easier for people who aren’t as techy as data engineers to observe what's going on.
    • Customer support is quick, not always as efficient as you would want it to be, but still.
    • Nice documentation available.
    Incentivized
    Read full review
    Cons
    dbt Labs
    • 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
    Read full review
    IBM
    • Technical support is a key area IBM should improve for this product. Sometimes our case is assigned to a support engineer and he has no idea of the product or services.
    • Provide custom reports for datastage jobs and performance such as job history reports, warning messages or error messages.
    • Make it fully compatible with Oracle and users can direct use of Oracle ODBC drivers instead of Data Direct driver. Same for SQL server.
    Incentivized
    Read full review
    Matillion
    • Matillion is brilliant at importing data -- it would be amazing to have more ways to export data, from emailed exports to API pushes.
    • Any Python that takes more than a few lines of code requires an external server to run it. It would be great to have more integration (perhaps in a connected virtual environment) to easily integrate customized code.
    • Troubleshooting server logs requires quite a bit of technical expertise. More human readable detailed error handling would be greatly appreciated.
    Incentivized
    Read full review
    Likelihood to Renew
    dbt Labs
    No answers on this topic
    IBM
    No answers on this topic
    Matillion
    With the current experience of Matillion, we are likely to renew with the current feature option but will also look for improvement in various areas including scalability and dependability. 1. Connectors: It offers various connectors option but isn't full proof which we will be looking forward as we grow. 2. Scalability: As usage increase, we want Matillion system to be more stable.
    Incentivized
    Read full review
    Usability
    dbt Labs
    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
    Read full review
    IBM
    Because it is robust, and it is being continuously improved. DS is one of the most used and recognized tools in the market. Large companies have implemented it in the first instance to develop their DW, but finding the advantages it has, they could use it for other types of projects such as migrations, application feeding, etc.
    Incentivized
    Read full review
    Matillion
    We are able to bring on new resources and teach them how to use Matillion without having to invest a significant amount of time. We prefer looking for resources with any type of ETL skill-set and feel that they can learn Matillion without problem. In addition, the prebuilt objects cover more than 95% of our use cases and we do not have to build much from scratch.
    Read full review
    Performance
    dbt Labs
    No answers on this topic
    IBM
    It could load thousands of records in seconds. But in the Parallel version, you need to understand how to particionate the data. If you use the algorithms erroneously, or the functionalities that it gives for the parsing of data, the performance can fall drastically, even with few records. It is necessary to have people with experience to be able to determine which algorithm to use and understand why.
    Incentivized
    Read full review
    Matillion
    No answers on this topic
    Support Rating
    dbt Labs
    No answers on this topic
    IBM
    IBM offers different levels of support but in my experience being and IBM shop helps to get direct support from more knowledgeable technicians from IBM. Not sure on the cost of having this kind of support, but I know there's also general support and community blogs and websites on the Internet make it easy to troubleshoot issues whenever there's need for that.
    Incentivized
    Read full review
    Matillion
    Overall, I've found Matillion to be responsive and considerate. I feel like they value us as a customer even when I know they have customers who spend more on the product than we do. That speaks to a motive higher than money. They want to make a good product and a good experience for their customers. If I have any complaint, it's that support sometimes feels community-oriented. It isn't always immediately clear to me that my support requests are going to a support engineer and not to the community at large. Usually, though, after a bit of conversation, it's clear that Matillion is watching and responding. And responses are generally quick in coming.
    Incentivized
    Read full review
    Implementation Rating
    dbt Labs
    No answers on this topic
    IBM
    No answers on this topic
    Matillion
    We were able to control on access and built various enviroment for implementation
    Incentivized
    Read full review
    Alternatives Considered
    dbt Labs
    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
    Read full review
    IBM
    With effective capabilities and easy to manipulate the features and easy to produce accurate data analytics and the Cloud services Automation, this IBM platform is more reliable and easy to document management. The features on this platform are equipped with excellent big data management and easy to provide accurate data analytics.
    Incentivized
    Read full review
    Matillion
    Fivetran offers a managed service and pre-configured schemas/models for data loading, which means much less administrative work for initial setup and ongoing maintenance. But it comes at a much higher price tag. So, knowing where your sweet spot is in the build vs. buy spectrum is essential to deciding which tool fits better. For the transformation part, dbt is purely (SQL-) code-based. So, it is mainly whether your developers prefer a GUI or code-based approach.
    Incentivized
    Read full review
    Scalability
    dbt Labs
    No answers on this topic
    IBM
    No answers on this topic
    Matillion
    We're using Matillion on EC2 instances, and we have about 20 projects for our clients in the same instance. Sometimes, we're struggling to manage schedules for all projects because thread management is not visible, and we can't see the process at the instance level.
    Incentivized
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    Return on Investment
    dbt Labs
    • Simplified our BI layer for faster load times
    • Increased the quality of data reaching our end users
    • Makes complex transformations manageable
    Incentivized
    Read full review
    IBM
    • It’s hard to say at this point, it delivers, but not quite as I expected. It takes a lot of resources to manage and sort this out (manpower, financial).
    • Definitely, I don’t have the exact numbers, but given the data it processes, it is A LOT. So props to the developer of this application.
    • Again, based on my experience, I’d choose other ETL apps if there is one that's more user-friendly.
    Read full review
    Matillion
    • Matillion has been the backbone of my company's analytical functionalities for 10+ years, so it has a good ROI.
    • The price is ok for what our company built with it, but it starts to be less competitive if the tool is not used at its fullest.
    Incentivized
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    ScreenShots

    Maia by Matillion Screenshots

    Screenshot of Matillion's GUI, used to orchestrate jobs with control data flow functionality, automating the ETL process.Screenshot of where structured and semi-structured data can be prepared to create clean data sets that can be used with any BI/reporting/visualization tool of choice. Matillion reads and combines data across a target warehouse external storage, such as S3 or Blob.Screenshot of Matillion's self-validating components, sample and row counts. If a job does fail, the warehouse queue services available with Matillion can be used get an alert to a connected email or Slack account.Screenshot of the SQL component used to run custom scripts from within Matillion. With hundreds of pre-built connectors out of the box, Matillion can handle complex transformation needs.