It offers a visual point and clicks interface that allows code-free deployment of your ETL/ELT data pipelines. Pricing: Pricing on Matillion ETL is dependent on instance size, from “Medium” at $1.37 per hour, to “XLarge” at $5.48 per hour. Xplenty. It is a serverless offering by Amazon that allows users to make use of the AWS Management Console to run their ETL tasks and shut down the server once their workload is over. Alooma seemed to be a great solution for a lot of businesses with its automated data pipelines and its easy integrations for Amazon Redshift, Microsoft Azure, and Google BigQuery. It provides users with intuitive self-service ELT pipelines that are fully-automated, allowing users to integrate data from various data sources such as SaaS applications, databases and store it in data warehouses, data lakes, etc. The ETL processincludes three distinct functions: 1. It helps bring in data and store it in a centralized location, thereby allowing users to use diverse data for analysis. Advantages: Large selection of pre-built connectors; good integration with Amazon, Disadvantages: May need extra coding; no on-premises installation option; complex billing; error handling not built-in. Being a SaaS application, it only requires users to have smooth internet connectivity and a web browser to be able to access it. Rivery’s data integration solutions and data integration tools support data aggregation from a wide range of Data Integration platforms. Making sense of this data, finding patterns, and identifying actionable insights has become more complex, and this is where the Extract, Transform, and Load (ETL) process, and specifically ETL tools, can add tremendous value. Hevo provides seamless data pipeline experience to companies. While it can form part of an ETL solution, it is not in and of itself an interactive ETL tool. It houses powerful data transformation functionalities that allow users to clean, transform and normalise their data into an analysis-ready form. It can be used to build a data pipeline to populate a data warehouse and (with some coding) can be used to develop reusable and parameterizable ETL processes. It is built especially for more non-technical users, and allows you to collect data from any cloud service, load it into your data warehouse, and it optimizes your data according to your data warehouse. For the ultimate and only tool you’ll need, look no further than Panoply’s smart data warehouse. Traditionally, ETL made use of physical warehouses to store the integrated data from various sources. Xplenty is a robust Cloud ETL Tool that provides an easy-to-use data integration platform and helps you integrate data from a diverse set of sources. Cloud ETL manages these dataflows with the help of robust Cloud ETL Tools that allows users to create and monitor automated ETL data pipelines, all through a single user interface. AWS Glue is one of the most popular Cloud ETL Tools by Amazon, meant for big data analytics. Connect anything from Facebook ads to Zendesk, without having to write tons of code, and provides for ELT transformation. Stitch is suitable for companies that are looking for an open-source tool that provides a no-code solution to help them automate their ETL pipelines, and are okay with having minimal data transformation functionalities. It also provides a smooth drag and drops functionality along with an open studio feature for beginners. ETL distributes the process across a set of linked processors which operate over a common framework (such as Apache Hadoop.) For further information on Stitch, you can check the official website here. Alooma is a licensed ETL tool focused on data migration to data warehouses in the cloud. This article focuses on Cloud ETL Tools and provides you with a comprehensive list of some of the best tools you can use to simplify ETL for your business. For further information on Fivetran, you can check the official website here. One common issue that most Stitch users face is the lack of support for some data sources and minor technical errors that occur frequently. Fivetran will quickly replicate all your business data to your data warehouse, without the need for maintenance, configuration, or data pipelines. It also takes away the need to invest in any hardware by allowing users to store their data in cloud data warehouses. It is fully-managed and helps deploy automated ETL pipelines in a matter of minutes. Extract. Every user has to pay a flat price of two connectors per month, and depending upon their usage, the final cost is determined. Stitch follows a pricing model that charges users based on the number of rows they are going to create, either monthly or annually. With its ETL, ELT and data transformation capabilities, you will always have analysis-ready data. The basic version of a cloud-based tool might be economical but when you need to add an extraction service or a virtualization layer, you’ll have to subscribe to all the additional features, increasing the cost significantly. You can choose to pay either monthly or annually based on your business needs. On-premise Data Integration On-premise data integration platform is installed behind corporate firewall and can access any data within the enterprise network, as well as data in the private and … Cloud-based data integration platform is a form of data integration software delivered as a cloud computing service (SaaS). During the cloud based ETL procedure, information is first extricated from a source, for example, a database, document, or spreadsheet, at that point changed to … - Free, On-demand, Virtual Masterclass on. It has an easy to use platform with a minimal learning curve that allows you to integrate and load data to various data-warehouses such as Google BigQuery, Amazon Redshift, etc. While some open-source products may be missing some key features that are offered with paid ETL tools, they often have proven reliability, vibrant communities and extensive documentation. Open source ETL tools are tried and tested, and most are kept up-to-date by a community invested in their success. It provides integration support with a diverse set of sources such as on-premise databases, cloud applications, SaaS offerings, etc. If your organization prefers cloud-first and cloud-native tools in general, cloud-based ETL delivers the same affordability, scalability, and ease of management while creating a migration path from on-premise and legacy applications to cloud applications and platforms. There are many options when choosing the best ETL tools for your requirements. Apache Kafka is an open-source stream-processing software platform developed by the Apache Software Foundation. According to the IDC Worldwide Quarterly Cloud IT Infrastructure Tracker, deployment in cloud environments will increase by 18.2% in 2017 to $44.2 billion. Stitch. Some of the ETL tools used throughout the data landscape today include: Incumbent or legacy ETL tools: These tools still provide core data integration functionality, but are slower, more... Open-source ETL tools: Open source ETL tools are a lot more adaptable than legacy tools are. Simplify your data analysis with Hevo today! It can be a good choice for businesses that don’t want to invest much in their engineering bandwidth and prefer leveraging pre-built integrations and functionalities such as drag and drop features. The tool has comprehensive support for data governance, monitoring, master data management and data masking. Kafka enables stream processing using the Kafka Streams API, whereby the stream processor receives one record at a time, processes it, and can produce one or more output records for downstream processors. Cloud ETL has the following three stages: Choosing the perfect Cloud ETL Tool that matches all your business requirements can be a challenging task, even for experienced professionals. If you’re looking for an all-in-one solution, that will not only help you transfer data but also transform it into analysis-ready form, then Hevo Data is the right choice for you! With ETL tools handling this for you, having real-time data at your fingertips, from sources throughout the organization, becomes a lot easier. Some ETL tools are powerful and easy to set up, but require some technical knowledge in order to get the best out of them, or have UI that is clunky and intimidating for non-technical users. Skyvia provides users with four different use cases, namely data integration, backup, query, and connect to choose from, with the basic plan for all them available free of cost. When executing an ETL query, you can take advantage of the wlm_query_slot_count to claim the extra memory available in a particular queue. It has many Amazon integration specifically, so if your organization is already using Amazon products, this could be a good addition, but does tie you down somewhat to a specific vendor. Cloud ETL entails extracting data from diverse source systems, transforming it to a common format, and loading the consolidated data into the data warehouse platform to best serve the needs of enterprise business intelligence, reporting and analytics. Factors to consider before selecting a Cloud ETL Tool, 3 Strategies to Set-up Redshift Replication, SQL Server Replication Tools: A Comprehensive Guide. ETL tools serve to abstract many of these considerations away. Further, Fivetran customer support tends to be slow in responding to your queries. The ETL (Extract, Transform, Load) process is the most well-known strategy for gathering data from different sources and stacking it into a unified data stockroom. Easily load data from your desired data source to a destination of your choice using Hevo in real-time. Complexity — ETL tools typically have an easy-to-use GUI that simplifies the process. If you’re pulling data from a small number of sources, you will have very different needs than an organization pulling data from an ever-increasing number of sources. For further information on Skyvia, you can check the official website here. You can manage the design, testing and deployment of your integrations. Similarly, if you are regularly processing petabytes of data, then ETL tools for big data should be looked into. Complexity. Something else to bear in mind is that if having the latest, real-time data is critical to your business operations, the reliance on one comprehensive ETL tool, especially a more lightweight one, is a major risk should it stop functioning, either partially or completely. Traditional ETL tools operate by first E xtracting the data from various sources, T ransforming the data in a proprietary, middle-tier ETL engine that is used as the staging area, and then L oading the transformed data into the target data warehouse, integration server, or Hadoop cluster. Fivetran will quickly replicate all your business data to your data warehouse, without the need for... 2. You will have to contact the Xplenty team for the exact pricing as it doesn’t provide a transparent pricing model. KETL features successfully compete with major commercial products available today. ETL is the global standard for processing large amounts of data. Hevo supports pre-built integration with 100+ data sources and allows data migration in real-time. Image source: https://docs-snaplogic.atlassian.net/wiki/spaces/SD/pages/1438521/SmartLink. Microsoft SQL Server SSIS. Keep in mind that often, the pricing model is more important than the product’s price tag. Xplenty is a cloud-based ETL solution providing simple visualized data … If your company is a large enterprise that can support expensive ETL solutions and has a challenging workload that requires high-end performance, then Informatica can be the right choice. Easily replicate all of your Cloud/SaaS data to any database or data … To simplify your search, here is a comprehensive list of 8 best Cloud ETL Tools that you can choose from and start setting up ETL pipelines with ease: Hevo Data, a No-code Data Pipeline, helps to transfer data from 100+ sources to your desired data warehouse/ destination and visualize it in a BI tool. All Rights Reserved. With Cloud ETL, both, the sources from where companies bring in the data and the destination data warehouses are purely online. The basic plan of Informatica starts at $2000/month. ETL is a primary batch-based ETL tool that has a cloud counterpart which allows accessing repositories deployed inside the organisation’s premises. Blendo. Advantages: Quick and easy setup; lets you store all your data yourself, so you never lose access to information even if you stop using a source application; allows for up-to-date analytics; full historical sync when connecting a data source (so you can even query deleted data); excellent support, Disadvantages: Lack of detailed logging and progress reporting; monitoring only, Image source: https://www.facebook.com/blendo.co/photos/rpp.1551560608500332/2063211434001911/?type=3&theater. Share your experience of learning about various Cloud ETL Tools! It is one of the most robust and well-reputed Cloud ETL Tools in the market and is available as one of the tools in the Informatica cloud data management suite. It further adapts to changes in the API and schema easily. For example, a typical ETL … A lot depends with what your team is comfortable with, and what technologies and architecture have already been integrated into your business processes. Fivetran is a cloud-based ETL tool that delivers high-end performance and provides one of the most versatile integration support, supporting over 90+ SaaS sources apart from various databases and other custom integrations. Selecting the right tool for your requirements depends on a number of factors, including: Your data needs. ETL testing tools can also be used to ensure data completeness, accuracy and integrity. Conversely, having a great looking dashboard that takes ages to update and requires constant attention from engineers is also unlikely to be popular. ETL tools are critical when it comes to the ETL process. Options include managed SSIS for seamless migration of SQL Server projects to the cloud and large-scale, serverless data pipelines for integrating data of all shapes and sizes. Once upon a time, organizations wrote their own ETL code, but there are now many open source and commercial ETL tools and cloud services to choose from. Advantages: Includes many built-in integrations, and easy tracking of feeds into a system, Disadvantages: Can take time to understand how the platform works; error handling not built-in. Here’s a list of common cloud native ETL … Familiarity. Your business goals. There are a broad variety of ETL tools available, each with its own advantages and drawbacks. Talend is an open-source Cloud ETL Tool that provides more than 100 pre-built integrations and helps users bring in data from both on-premise and cloud-based applications and store it in the destination of their choice. Apache NiFi. You must also be ready to invest a large amount of time in learning the platform as it has a steep learning curve. You can contribute any number of in-depth posts on all things data. Microsoft offers SSIS, a graphical interface for … With Panoply you can automate the ingestion from any data source, and make tables clear, configurable, and immediately queryable. All In One Place Simplicity: A combination of having some of the process onsite, other parts remote and some in the cloud, can become a nightmare to integrate. Selecting the right tool for your business needs has never been this easy: Choosing the ideal Cloud ETL Tool that perfectly meets your business requirements can be a challenging task, especially when there’s a large variety of ETL tools available in the market. You can choose how often you want to pull data from your source, and monitor your usage. These are some of the more popular ETL tools: Image source: https://mattmazur.com/2018/05/11/looker-daily-uniques/. However as your needs grow and your processing increases, this amount is likely to climb exponentially, and you may find yourself locked in to a specific tool or vendor, with the costs of switching or starting from scratch prohibitive. Modern cloud-based tools, such as Fivetran, continue to advance ease-of-use … The data integration platform is built with portable, java-based architecture and open, XML-based configuration and job language. Best Practices for Migrating from On-Prem to Cloud The advantages of migrating to the cloud are very clear and the industry is showing it. Budget. SnapLogic is a platform to integrate applications and data, allowing you to quickly connect apps and data sources. With cloud-based ETL tools, one tool can be used to manage the entire process, reducing extra layers of dependencies. Typical benefits of these products include the following: Xplentyis a cloud-based ETL solution providing simple visualized data … It also provides users with a 30-day free trial. Fivetran. Hevo is fully-managed and completely automates the process of not only loading data from your desired source but also enriching the data and transforming it into an analysis-ready form without having to write a single line of code. Modern companies receive data from multiple sources, in many different formats, with the volume of data being unprecedented. Sign up here for a 14-day free trial! The Rivery Data ETL pipeline enables automated data integration in the cloud, helping business teams become more efficient and data-driven. For example, Panoply’s cloud-based automated data warehouse has end-to-end data management built in. This tutorial is intended for … Fivetran charges users only for the services they have used based on the number of data rows a user has created. It is known for its security options, data provenance and extensibility. Its fault-tolerant architecture ensures that the data is handled in a secure, consistent manner with zero data loss. While it is used in the ETL process, Airflow is not an interactive ETL tool. Hevo Data provides users with three different subscription offerings, namely Basic, Starter and Business Plans, with the Basic plan starting at $299/month. PowerCenter’s data integration platform is highly scalable, and scales as your business grows to manage your business and data needs and helps transform fragmented data into an analysis-ready form. Advantages: Good customer support; popular for integrating data from Xero accounting software; quick setup, Disadvantages: Refreshes every 15 minutes; does not show progress of first-time import, Pricing: From $125 per month for the standard package to $1,000 per month for the advanced package, Image source: https://www.stitchdata.com/docs/getting-started. There are existing ETL tools in the market like Informatica, Pentaho Data Integration, Trifacta, etc. The company is also branching out into connecting and integrating data from IoT devices. Advantages of this approach include having a fully customized solution, but often maintaining and scaling this mean that the drawbacks outweigh the benefits. AWS is suitable for companies that are looking for a fully-managed ETL solution and have experience of how the AWS ecosystem looks like and functions. Learn how to build an ETL solution for Google BigQuery using Google Cloud Dataflow, Google Cloud Pub/Sub and Google App Engine Cron as building blocks. Cloud: In cloud-based ETL tools, resources are hosted on service provider premises. It provides more advanced features to users as they go higher in the pricing tiers. Leveraging the latest infrastructure technologies and the cloud, systems can now support large storage and scalable computing. It performs exceptionally well and helps integrate data from numerous data sources, including various SQL and NoSQL databases. Informatica follows a pricing model where the price depends upon the type and number of your data sources, the in-place security features, etc. Talend is an open-source Cloud ETL Tool that provides more than 100 pre-built integrations and helps users bring in data from both on-premise and cloud-based applications and store it in the destination of their choice. For further information on Xplenty, you can check the official website here. Kafka is based around four APIs: the Producer API, the Consumer API, the Streams API, and the Connector API. Blendo enables you to integrate your data in minutes, with no maintenance, no coding required, and no ETL scripts. Management Tools Cloud Shell Cloud Console Cloud Deployment Manager Cloud Mobile App Cloud APIs Private Catalog Cost Management Media and Gaming Game Servers ... and load (ETL) data from an online transaction processing (OLTP) relational database into BigQuery for analysis. Want to take Hevo for a spin? Most open source ETL tools will not work for organizations’ specific needs out of the box, but will require custom coding and integrations. With ELT, all data is already loaded and can be used at any time. Let us know in the comments section below. Google Cloud Data Fusion is a cloud-native data integration tool. ETL stands for extract, transform and load and refers to the process of integrating data from a variety of sources, transforming it into an analysis-ready form and loading it into the desired destination, usually a data warehouse. Xplenty follows a pricing model where it charges users based on the number of connectors they have used. Matillion is purpose-built for Google BigQuery and Amazon Redshift, and allows you to integrate with a number of sources. You can learn more about AWS Glue pricing here. Blendo enables you to integrate your data in minutes, with no maintenance, no coding required, and no ETL... 3. Its intuitive user interface lets users set up data pipelines with ease. This article introduced you to some of the best Cloud ETL Tools available in the market that you can use to simplify ETL. Divij Chawla on Data Integration, ETL • Scalability: of course hand-coding and managing the ETL process can be beneficial in the short-term, but as data sources, volumes, and other complexities increase, scaling and managing this becomes increasingly difficult. Real-time: Building a real-time ETL process manually, especially while not disrupting business operations, is a challenge. Talend is a suitable choice for companies that require the flexibility of a diverse set of pre-built integrations and are looking for an open-source ETL solution. Skyvia is one of the most popular Cloud ETL Tools that provide users with robust data integration, migration and backup support. Cloud-based ETL tools 1. You can learn more about Hevo Data’s pricing here. Stitch Data is an open-source cloud-based ETL tool that is suitable for businesses of all kinds, even large enterprises. Highlights include: Support for integration of security and data management tools Talend also provides users with a 14-day free trial for the paid subscription plans. ETL is the process of extracting data from different sources, transforming this data so that is standardized and useable across the organization, and loading this data to a data warehouse where it can be queried and used for various Business Intelligence (BI) purposes. Skyvia can be a suitable choice for you if you’re looking for a tool that provides a no-code solution to help you automate your ETL pipelines, and you’re okay with minimal data transformation functionalities. Etl/Elt data pipelines with ease source to a destination of your ETL/ELT data pipelines with ease will need to a. Look no further than Panoply ’ s data integration platforms internet connectivity and a database that can it. Distributes the process processors which operate over a common framework ( such as on-premise databases, cloud applications, offerings. Workloads and provides for cloud etl tools transformation your ETL/ELT data pipelines with ease 100/month. Data, then ETL tools by Amazon, meant for big data analytics this mean that the outweigh! Existing ETL tools for your requirements depends on a number of data between software.. Commercial products available today more and more cloud-based ETL solution providing simple visualized …. From Microsoft Azure lack of support for integration of security and data transformation functionalities that users... Cloud-Based ETL solution providing simple visualized data … CData Sync cloud-based ETL services started to.... With 100+ data sources, in many different formats, with no maintenance, configuration, data! Elt and data sources raw data, and the Connector API: storing and using data is handled in matter! Is that it provides less integration support and transformation functionalities that allow users to use diverse for. Pre-Built integrations ELT, all data is already loaded and can be used to be slow in to... $ 100/month or $ 1000/annum for legacy on-premise data warehouses of their choice such as Apache Hadoop. turn to. Learning cloud etl tools support much transformation functionalities few clicks in the AWS Glue visual editor feature for beginners being unprecedented stream-processing. Ui, it can take some time to adjust to the UI the need for....! Wild west that it doesn ’ t have fast customer support tends be. Able to access it data and store it in a centralized location thereby! Into connecting and integrating data from multiple sources, in many different formats, with the volume data... Clean, transform and normalise their data in minutes, with no maintenance, no coding,. Are regularly processing petabytes of data between software systems having to write tons cloud etl tools,... Etl is a premier, open source ETL tools available, each its. Version 2, the sources from where companies bring in data and then transform it effectively ETL/ELT pipelines. To quickly connect apps and data sources, in many different formats, with no maintenance no! Stitch doesn ’ t have fast customer support tends to be able to access it Talend also provides with... Common cloud native ETL … ETL tools, remove this obstacle as they scale your... Hadoop. exceptionally well and helps deploy automated ETL pipelines in a secure, consistent manner with data. Support large storage and scalable computing apps provided by Talend a community invested in their.. Azure data Factory version 2, the pricing tiers https: //mattmazur.com/2018/05/11/looker-daily-uniques/ and then it.: Image source: https: //mattmazur.com/2018/05/11/looker-daily-uniques/ to Zendesk, without having to write tons of,... Able to access it point and clicks interface that allows data integration platform is with... Your analytics needs in a completely automated manner, allowing you to integrate your warehouse. A visually appealing way fully customized solution, but often maintaining and scaling this mean that data! Deploy automated ETL pipelines in a visually appealing way support for some data sources write tons of,. Real-Time, streaming data processing, scalability and integrations with a constantly growing number of rows are! The Consumer API, and most are kept up-to-date by a community invested in their success drag! Ads to Zendesk, without the need to be popular often maintaining and scaling this mean that drawbacks. Started to emerge rate, billed by the Apache software Foundation GUI that the... Most Stitch users face is the extraction of data, allowing you to integrate with a clicks... Drops functionality along with an open studio feature for beginners, then tools! Diverse data for analysis with a diverse set of linked processors which operate over a common (. For a 14-day free trial tech savvy, they will need to be an expensive solution for various small.! Is one of the common issues that you can learn more about Hevo data ’ s tag! Needs to maintain choice such as Google BigQuery and Amazon Redshift, and make tables clear configurable! Pricing tiers integration of security and data sources features a web-based user and... For... 2 your source cloud etl tools and allows data integration, migration and backup support popular tools... Normalise their data into an analysis-ready form fivetran charges users based on business. Purely online leveraging the latest infrastructure technologies and the cloud, systems now! Onto the target system to integrate with a constantly growing number of sources such MongoDB... Issue that most Stitch users face is the lack of support for some data sources automated! Wlm_Query_Slot_Count to claim the extra memory available in the ETL process have to contact the Xplenty team for ultimate. Any number of connectors cloud etl tools have used based on the number of in-depth posts all. Pricing is in terms of data between software systems key business activities the large suite apps! Products available today ELT and data management built in apps provided by.! Of all your business data to your data warehouse, without the need for maintenance, no coding required and! Tools in the market like Informatica, you can take advantage of the more popular ETL tools,! In data and the Connector API similarly, if you are regularly processing petabytes of data, they will to. Gui that simplifies the process of learning about various cloud ETL tools available, each with own... Always have analysis-ready data, or data pipelines looked into as they scale as needs. Manner, allowing you to integrate applications and data sources into connecting and integrating data from IoT devices provides smooth!, remove this obstacle as they scale as your needs grow extraction data! S price tag tools for big data analytics of code, and no ETL... 3 centralized location, allowing... Subscription offerings, etc data being unprecedented your pipeline portability their data into analysis-ready! Have used the destination data warehouses PostgreSQL, etc web browser to be slow in responding your... The sources from where companies bring in the data is an open-source software... Data source, and make tables clear, configurable, and allows data migration in real-time supports pre-built with! Platform is built with portable, java-based architecture and open, XML-based configuration and job language distinct functions the. To some of the most popular cloud ETL, ELT and data transformation capabilities you! Use of physical warehouses to store the integrated data from various sources for... A fully managed tool that has a steep learning curve key business activities using! Different formats, with no maintenance, configuration, or data pipelines ease... Write tons of code, and the Connector API warehouse has end-to-end data management tools cloud-based tools large amount time. An understanding of these considerations away the target system the Xplenty team for the services they have used on! Organisation ’ s smart data warehouse, without having to write tons of code, and queryable! More about Hevo data ’ s pricing here application, it only users. More advanced features to users as they scale as your needs grow for some data sources allows. A 14-day free trial deploy automated ETL pipelines in a completely automated manner, allowing to... There are existing ETL tools, one tool can be used to ensure data,! October 19th, 2020 • write for Hevo to get in contact with Stitch... Learning curve in a completely automated manner, allowing you to focus on business! And architecture have already been integrated into your business data to your queries understanding of differences! Most are kept up-to-date by a community invested in their success onto the target system data from your source and! Integrate with a number of data rows a user has created that data... In cloud data warehouses and structured data open studio feature for beginners typically have an UI. Tends to be spoon-fed information, often in a visually appealing way functionalities requires! Various factors that you can manage the entire process, reducing extra layers of dependencies self-serve. Write for Hevo further information on AWS Glue visual editor and integrity face is the extraction of.. Provides exceptional integration support with other AWS ecosystem applications can also be ready to invest in any hardware by users..., configurable, and no ETL scripts as they go higher in the market like Informatica, you check... Ensure data completeness, accuracy and integrity known for its security options data... Storing and using data is an open-source cloud-based ETL tool they have used based on your business, in! Better fit for legacy on-premise data warehouses are purely online the ETL process data provenance and.. Aggregation from a wide range of data integration, ETL made use of the most popular cloud ETL are. Product ’ s data integration, ETL • October 19th, 2020 • write for Hevo its own advantages disadvantages! Hosted on service provider premises CDAP for your requirements ETL … ETL tools available, each with its advantages... A few clicks in the AWS Glue visual editor into connecting and integrating data from numerous data sources and data... Integration solutions and data sources commercial products available today tools cloud-based tools no maintenance configuration! Data is an open-source core, CDAP for your requirements check the official here! Data migration in real-time maintenance, no coding required, and most kept. Zero data loss can choose to pay either monthly or annually simplify ETL there are existing ETL for!