Today’s companies have to continuously gather data from different sources and store it in a couple of data destinations. Singer.io is one solution that allows users to extract, transform and load data into a file, API, or database.
However, Singer.io is a CLI-based tool that requires some coding knowledge. If you prefer to use a non-technical tool, then you may want to consider another option. In this post, we’ll discuss
Singer.io and the alternative for you to try out.
What does Singer.io do?
Singer.io strives to become “the open-source standard for writing scripts that move data”. It’s an ETL tool that allows users to write scripts for easy data streaming into a data warehouse.
This tool has two types of scripts – taps and targets. A tap is a script that extracts data from your sources. A target script receives the data streams and stores them in the destination.
Singer.io has taps and targets for various data sources and destinations. Some popular taps include: Amazon S3, Facebook Ads, MySQL, Jira, Salesforce, SurveyMonkey, and lots more.
Some targets for Singer.io include: Google Sheets, Google BigQuery, Magento BI, Stitch, PostgreSQL, and CSV. There’s also an option for users to develop their own taps or targets.
Some Singer.io alternatives you may find out there
Singer.io is a code-based solution that lets you pipe data from more than 110 sources to about 10 data destinations. Below are a few Singer.io alternatives as well as the pricing, the number of sources and destinations supported by each.
|Alternative||Number of sources||Number of destinations||Pricing|
|FiveTran||150+||10||Starts at $120|
|Supermetrics||100+||10||Starts at $49|
|Coupler.io||25+||3||Starts at $24|
Although Coupler.io has the least number of data sources and destinations, it is no-code, available as a web app and every subscription plan guarantees access to all the features.
A worthy alternative to Singer.io
Coupler.io is a cloud-based tool that you can use to automate data exports from multiple sources to Google Sheets, Microsoft Excel and BigQuery. It’s a web application with an intuitive interface for quick data integration and backup.
Many businesses such as Mailtrap.io use Coupler.io for reporting, data sharing, web analytics, backup and other purposes. You can schedule automatic data refresh by setting up a custom frequency (e.g. hourly, daily or weekly).
Now, we’ll proceed to compare Coupler.io and Singer below by a few parameters: pricing, features, benefits, workflow, and data security.
Coupler.io vs Singer.io pricing
Singer.io is free but it is code-based. However, Coupler.io only requires a couple of clicks and hence, it costs money. The three subscription plans – Personal, Squad, and Business are priced at $24, $99 and $249, respectively.
Coupler allows you to pay monthly or annually depending on what feels comfortable for you. There’s a 14-day free trial so you can test the features and integrations before making any payment. If you have larger needs, you can request a custom plan with custom pricing.
Since Singer.io is an open-source tool that’s freely available for use, Coupler.io can only compete if it provides some actionable features. Let’s explore them next.
Singer.io vs Coupler.io features
Automatic data refresh: With this Singer.io alternative, you won’t have to perform manual ETL transfers anymore. Coupler.io allows you to easily set up automatic imports of data to your chosen destination. The custom schedule for your updates can be very frequent (15 or 30 minutes) or set as daily, weekly, or monthly.
Import mode: Coupler.io provides two import modes – append and replace. In the Replace mode, the importer extracts the entire dataset from the source and replaces the existing data in the destination. Using the Append mode, the importer extracts the entire dataset and places it below previously imported data.
Data integration: This alternative to Singer.io allows you to back up your data from popular apps such as Quickbooks, Hubspot, Airtable, and more. You can import them to Google Sheets, Excel, or BigQuery. If you want more integrations, you can connect data sources that support JSON APIs without having to write any code.
Scripts: Singer provides scripts or pieces of code to connect a data source to a destination. It can extract data from several business tools including advertising platforms, payment processors, email service providers, marketing automation, database systems, and more.
Efficiency: Singer.io allows for incremental extraction by maintaining the state between invocations. It stores a timestamp in a JSON file to record the last instance at which the target had consumed data from the stream.
Data exchange format: Singer taps extract data from the source and writes it to a standard stream in a JSON-based format. The target reads and tries to comprehend the data stream’s format before taking the next action.
Coupler.io vs Singer.io benefits
User-friendly: Singer.io alternatives are mostly sought after by people who want non-technical or less demanding tools. Coupler.io provides a user-friendly and intuitive interface that allows you to import data in 2 minutes or less.
Automation: Users can schedule automatic data refresh with just a few clicks. This allows you to back up and ensures that your data is always up-to-date. You can also customize the schedule to suit your specific data needs.
Integration: This Singer.io alternative focuses on solving data integration problems. Coupler.io allows you to seamlessly import data from more than 25 apps or sources into Google Sheets, BigQuery and Microsoft Excel.
Data consultancy: Coupler.io provides data analytics consulting services for businesses. From building a KPI dashboard to setting up data infrastructure, Coupler’s team of data experts is there to support your organization.
Customizable: Singer.io is a customizable ETL tool that lets you write scripts to move data from one place to another. You can use the available taps and targets or develop your own.
Unix-based: The data extraction and data loading scripts (taps and targets) are simple applications that you can run on the command line. No need for any plugins whatsoever.
JSON-based: Since Singer.io applications use JSON as their data format, you can implement them with any programming language. You can also define data schemas and rich data types.
Numerous sources and destinations: With Singer.io, you can extract data from over 110 source apps. You can also use it to load data into 10 data warehouses or storage platforms.
Singer.io vs Coupler.io workflow
Singer.io is a CLI-based tool while Coupler.io is available as a web application. Let’s see how these data integration tools work.
How Coupler.io works
You can sign up to Coupler.io with an email or a Google, Microsoft or Xero account. Click the +Add new importer button, select the source and destination apps then proceed to configure the settings of each.
Connect your source account and configure the basic and optional parameters. This varies depending on your chosen source app. For example, for Microsoft Excel, you need to choose a file and a sheet to extract data.
Connect your destination account and specify where to import your data. For Google Sheets, you’ll need to select a spreadsheet and sheet. You can also configure the cell address/range, last updated column and the import mode.
Enable the Automatic data refresh feature and customize the schedule for your data imports.
Here’s an example of what a Microsoft Excel to Google Sheets importer looks like:
Click Save and Run to save the configuration settings and run the importer.
How Singer.io works
Singer.io has a GitHub page where you can find repositories containing all the usable taps and targets. This open-source tool doesn’t have any downloadable files. Instead, you’ll have to install a couple of Python libraries in order to use it.
Here’s what you need to work with Singer.io:
- Python 3: You need to install Python 3 on your system.
- Pip: You also need the package manager for Python.
The process for building an ETL pipeline with Singer.io is beyond the scope of this Singer.io vs Coupler.io article. But we can summarize the steps involved. Check them out below:
- Choose your data source, locate the tap and set it up for your data pipeline. You’ll create and activate a virtual environment for the tap before installing the Singer package for the tap. Then, add the necessary configuration details.
- Next, you’ll find the target for your preferred data destination and configure it. You’ll also create and activate the virtual environment before installing the Singer package for the target. Then, include the target’s connection details.
- When the configuration is complete, you’ll use a single-line command provided by Singer.io to connect and transfer data from your tap to the chosen target.
The Singer.io process for making ETL transfers might make sense to those who have coding experience. If you’re a non-technical person, opt for a singer.io alternative like Coupler.io.
Data security of Singer.io vs Coupler.io
Singer.io is an ETL tool that can be accessed and modified by the public. As open-source software, there are some risks attached to this solution. The developers who built the taps and targets might not adhere to best practices. The tool also lacks any form of security certification.
However, Coupler.io is a safe and secure tool that protects your organization’s data. You can rest assured that your private information shared with Coupler.io and data imported from source to destination is secured from any breaches, leaks, or unauthorized disclosures.
Singer.io vs Coupler.io – pros and cons
Singer.io is often used because it allows users to extract data from over a hundred sources. There are also plenty of options for destinations. But Singer.io is code-based, error-prone and cannot be understood by non-technical users.
Coupler.io, one of the alternatives to Singer.io, allows users to transfer data with just a few clicks. You can also schedule and automate data exports to Google Sheets, Excel and BigQuery. But the number of sources currently supported by Coupler.io is less than 30.
When should you consider alternatives to Singer.io?
Singer.io is an open-source tool that involves using extraction and loading scripts to move data from source to destination apps. It’s an excellent choice for tech-savvy users who prefer to spend time coding their integrations rather than opt for the ready-to-use options.
If you don’t fancy a code-based tool, there are alternatives to Singer.io that you can work with. Coupler.io is a solution for businesses, marketers, salespeople and other experts who need to have clickable options to automate exports of their data to spreadsheets or BigQuery. Also check out the Coupler.io as a Hevodata alternative and decide whether you should go with it.Back to Blog