How to load data from SFTP Bulk to JSON File Destination

Learn how to use Airbyte to synchronize your SFTP Bulk data into JSON File Destination within minutes.

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Set up a SFTP Bulk connector in Airbyte

Connect to SFTP Bulk or one of 400+ pre-built or 10,000+ custom connectors through simple account authentication.

Set up JSON File Destination for your extracted SFTP Bulk data

Select JSON File Destination where you want to import data from your SFTP Bulk source to. You can also choose other cloud data warehouses, databases, data lakes, vector databases, or any other supported Airbyte destinations.

Configure the SFTP Bulk to JSON File Destination in Airbyte

This includes selecting the data you want to extract - streams and columns -, the sync frequency, where in the destination you want that data to be loaded.

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TL;DR

set up SFTP Bulk as a source connector (using Auth, or usually an API key)
set up JSON File Destination as a destination connector
define which data you want to transfer and how frequently

You can choose to self-host the pipeline using Airbyte Open Source or have it managed for you with Airbyte Cloud.

This tutorial’s purpose is to show you how.

What is SFTP Bulk

SFTP is basically based on the SSH2 protocol, which uses a binary encoding of messages over a secure channel. SFTP Bulk contains the setup guide and reference information for the FTP source connector. SFTP Bulk fetches files from an FTP server matching a folder path and defines an optional file pattern to bulk ingest files into a single stream. It incrementally loads files into your destination from an FTP server based on when files were last added or modified.

What is JSON File Destination

JSON File is a tool that is used to store and exchange data in a structured format. JSON stands for JavaScript Object Notation, and it is a lightweight data interchange format that is easy for humans to read and write, and easy for machines to parse and generate. JSON files are commonly used in web applications to transfer data between the server and the client, and they are also used in many other programming languages and platforms. JSON files consist of key-value pairs, where each key is a string and each value can be a string, number, boolean, array, or another JSON object. The syntax of JSON is similar to that of JavaScript, but it is a separate language that can be used independently of JavaScript. JSON File is a tool that allows users to create, edit, and view JSON files. It provides a user-friendly interface for working with JSON data, and it can be used by developers, data analysts, and anyone else who needs to work with structured data. With JSON File, users can easily create and modify JSON files, and they can also validate the syntax of their JSON data to ensure that it is well-formed and error-free.

Integrate SFTP Bulk with JSON File Destination in minutes

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Prerequisites

A SFTP Bulk account to transfer your customer data automatically from.
A JSON File Destination account.
An active Airbyte Cloud account, or you can also choose to use Airbyte Open Source locally. You can follow the instructions to set up Airbyte on your system using docker-compose.

Airbyte is an open-source data integration platform that consolidates and streamlines the process of extracting and loading data from multiple data sources to data warehouses. It offers pre-built connectors, including SFTP Bulk and JSON File Destination, for seamless data migration.

When using Airbyte to move data from SFTP Bulk to JSON File Destination, it extracts data from SFTP Bulk using the source connector, converts it into a format JSON File Destination can ingest using the provided schema, and then loads it into JSON File Destination via the destination connector. This allows businesses to leverage their SFTP Bulk data for advanced analytics and insights within JSON File Destination, simplifying the ETL process and saving significant time and resources.

Step 1: Set up SFTP Bulk as a source connector

1. Open the Airbyte platform and navigate to the "Sources" tab on the left-hand side of the screen.
2. Click on the "Create Connection" button and select the "SFTP Bulk" source connector.
3. Enter a name for the connection and click on the "Next" button.
4. In the "Connection Configuration" section, enter the following information:
- Host: the hostname or IP address of the SFTP server
- Port: the port number used for SFTP (usually 22)
- Username: the username used to access the SFTP server
- Password: the password associated with the username
- Private Key: (optional) the private key used for authentication
- Passphrase: (optional) the passphrase associated with the private key
- Path: the path to the directory containing the files to be synced
5. Click on the "Test" button to ensure that the connection is successful.
6. If the test is successful, click on the "Create Connection" button to save the connection.
7. Once the connection is created, you can configure the sync settings by selecting the desired sync mode (full refresh or incremental) and setting the sync schedule.
8. Finally, click on the "Create" button to start the sync process.

Step 2: Set up JSON File Destination as a destination connector

1. Open the Airbyte platform and navigate to the "Destinations" tab on the left-hand side of the screen.
2. Scroll down until you find the "JSON File" destination connector and click on it.
3. Click on the "Create new connection" button.
4. Enter a name for your connection and click on the "Next" button.
5. Fill in the required fields for your JSON File destination, such as the file path and format.
6. Test the connection by clicking on the "Test" button.
7. If the test is successful, click on the "Save & Sync" button to save your connection and start syncing data to your JSON File destination.
8. You can also schedule your syncs by clicking on the "Schedule" button and selecting the frequency and time for your syncs.
9. To view your synced data, navigate to the file path you specified in your JSON File destination and open the file in a text editor or JSON viewer.

Step 3: Set up a connection to sync your SFTP Bulk data to JSON File Destination

Once you've successfully connected SFTP Bulk as a data source and JSON File Destination as a destination in Airbyte, you can set up a data pipeline between them with the following steps:

Create a new connection: On the Airbyte dashboard, navigate to the 'Connections' tab and click the '+ New Connection' button.
Choose your source: Select SFTP Bulk from the dropdown list of your configured sources.
Select your destination: Choose JSON File Destination from the dropdown list of your configured destinations.
Configure your sync: Define the frequency of your data syncs based on your business needs. Airbyte allows both manual and automatic scheduling for your data refreshes.
Select the data to sync: Choose the specific SFTP Bulk objects you want to import data from towards JSON File Destination. You can sync all data or select specific tables and fields.
Select the sync mode for your streams: Choose between full refreshes or incremental syncs (with deduplication if you want), and this for all streams or at the stream level. Incremental is only available for streams that have a primary cursor.
Test your connection: Click the 'Test Connection' button to make sure that your setup works. If the connection test is successful, save your configuration.
Start the sync: If the test passes, click 'Set Up Connection'. Airbyte will start moving data from SFTP Bulk to JSON File Destination according to your settings.

Remember, Airbyte keeps your data in sync at the frequency you determine, ensuring your JSON File Destination data warehouse is always up-to-date with your SFTP Bulk data.

Use Cases to transfer your SFTP Bulk data to JSON File Destination

Integrating data from SFTP Bulk to JSON File Destination provides several benefits. Here are a few use cases:

Advanced Analytics: JSON File Destination’s powerful data processing capabilities enable you to perform complex queries and data analysis on your SFTP Bulk data, extracting insights that wouldn't be possible within SFTP Bulk alone.
Data Consolidation: If you're using multiple other sources along with SFTP Bulk, syncing to JSON File Destination allows you to centralize your data for a holistic view of your operations, and to set up a change data capture process so you never have any discrepancies in your data again.
Historical Data Analysis: SFTP Bulk has limits on historical data. Syncing data to JSON File Destination allows for long-term data retention and analysis of historical trends over time.
Data Security and Compliance: JSON File Destination provides robust data security features. Syncing SFTP Bulk data to JSON File Destination ensures your data is secured and allows for advanced data governance and compliance management.
Scalability: JSON File Destination can handle large volumes of data without affecting performance, providing an ideal solution for growing businesses with expanding SFTP Bulk data.
Data Science and Machine Learning: By having SFTP Bulk data in JSON File Destination, you can apply machine learning models to your data for predictive analytics, customer segmentation, and more.
Reporting and Visualization: While SFTP Bulk provides reporting tools, data visualization tools like Tableau, PowerBI, Looker (Google Data Studio) can connect to JSON File Destination, providing more advanced business intelligence options. If you have a SFTP Bulk table that needs to be converted to a JSON File Destination table, Airbyte can do that automatically.

Wrapping Up

To summarize, this tutorial has shown you how to:

Configure a SFTP Bulk account as an Airbyte data source connector.
Configure JSON File Destination as a data destination connector.
Create an Airbyte data pipeline that will automatically be moving data directly from SFTP Bulk to JSON File Destination after you set a schedule

With Airbyte, creating data pipelines take minutes, and the data integration possibilities are endless. Airbyte supports the largest catalog of API tools, databases, and files, among other sources. Airbyte's connectors are open-source, so you can add any custom objects to the connector, or even build a new connector from scratch without any local dev environment or any data engineer within 10 minutes with the no-code connector builder.

We look forward to seeing you make use of it! We invite you to join the conversation on our community Slack Channel, or sign up for our newsletter. You should also check out other Airbyte tutorials, and Airbyte’s content hub!

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How to Sync SFTP Bulk to JSON File Destination Manually

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FAQs

What is ETL?

ETL, an acronym for Extract, Transform, Load, is a vital data integration process. It involves extracting data from diverse sources, transforming it into a usable format, and loading it into a database, data warehouse or data lake. This process enables meaningful data analysis, enhancing business intelligence.

What is SFTP Bulk?

What data can you extract from SFTP Bulk?

SFTP Bulk's API provides access to a wide range of data related to file transfer and management. The following are the categories of data that can be accessed through the API:

1. File Transfer Data: This includes information related to the transfer of files such as file name, size, transfer status, and transfer time.
2. User Data: This includes user-related information such as user ID, username, and password.
3. Server Data: This includes server-related information such as server name, IP address, and port number.
4. Security Data: This includes security-related information such as encryption algorithms used, authentication methods, and access control policies.
5. Error Data: This includes information related to errors that occur during file transfer such as error codes, error messages, and error descriptions.
6. Audit Data: This includes information related to auditing and compliance such as user activity logs, file transfer logs, and security logs.

Overall, SFTP Bulk's API provides access to a comprehensive set of data that can be used to monitor, manage, and secure file transfers.

How do I transfer data from SFTP Bulk?

This can be done by building a data pipeline manually, usually a Python script (you can leverage a tool as Apache Airflow for this). This process can take more than a full week of development. Or it can be done in minutes on Airbyte in three easy steps:
1. Set up SFTP Bulk to JSON File as a source connector (using Auth, or usually an API key)
2. Choose a destination (more than 50 available destination databases, data warehouses or lakes) to sync data too and set it up as a destination connector
3. Define which data you want to transfer from SFTP Bulk to JSON File and how frequently
You can choose to self-host the pipeline using Airbyte Open Source or have it managed for you with Airbyte Cloud.

What is ELT?

ELT, standing for Extract, Load, Transform, is a modern take on the traditional ETL data integration process. In ELT, data is first extracted from various sources, loaded directly into a data warehouse, and then transformed. This approach enhances data processing speed, analytical flexibility and autonomy.

Difference between ETL and ELT?

ETL and ELT are critical data integration strategies with key differences. ETL (Extract, Transform, Load) transforms data before loading, ideal for structured data. In contrast, ELT (Extract, Load, Transform) loads data before transformation, perfect for processing large, diverse data sets in modern data warehouses. ELT is becoming the new standard as it offers a lot more flexibility and autonomy to data analysts.

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How to load data from SFTP Bulk to JSON File Destination

Learn how to use Airbyte to synchronize your SFTP Bulk data into JSON File Destination within minutes.

Try Airbyte Cloud free

Deploy Airbyte Open Source

TL;DR

What is SFTP Bulk

What is JSON File Destination

Prerequisites

Step 1: Setup SFTP Bulk

Step 2: Setup JSON File Destination

Step 3: Setup a connection Use Cases Wrapping Up

Example H2

Example H3

Sync data between SFTP Bulk and JSON File Destination

Get your data syncing in minutes

Try Airbyte free

TL;DR

set up SFTP Bulk as a source connector (using Auth, or usually an API key)
set up JSON File Destination as a destination connector
define which data you want to transfer and how frequently

You can choose to self-host the pipeline using Airbyte Open Source or have it managed for you with Airbyte Cloud.

This tutorial’s purpose is to show you how.

What is SFTP Bulk

What is JSON File Destination

Integrate SFTP Bulk with JSON File Destination in minutes

Try for free now

Prerequisites

A SFTP Bulk account to transfer your customer data automatically from.
A JSON File Destination account.
An active Airbyte Cloud account, or you can also choose to use Airbyte Open Source locally. You can follow the instructions to set up Airbyte on your system using docker-compose.

Step 1: Set up SFTP Bulk as a source connector

Step 2: Set up JSON File Destination as a destination connector

Step 3: Set up a connection to sync your SFTP Bulk data to JSON File Destination

Once you've successfully connected SFTP Bulk as a data source and JSON File Destination as a destination in Airbyte, you can set up a data pipeline between them with the following steps:

Create a new connection: On the Airbyte dashboard, navigate to the 'Connections' tab and click the '+ New Connection' button.
Choose your source: Select SFTP Bulk from the dropdown list of your configured sources.
Select your destination: Choose JSON File Destination from the dropdown list of your configured destinations.
Configure your sync: Define the frequency of your data syncs based on your business needs. Airbyte allows both manual and automatic scheduling for your data refreshes.
Select the data to sync: Choose the specific SFTP Bulk objects you want to import data from towards JSON File Destination. You can sync all data or select specific tables and fields.
Select the sync mode for your streams: Choose between full refreshes or incremental syncs (with deduplication if you want), and this for all streams or at the stream level. Incremental is only available for streams that have a primary cursor.
Test your connection: Click the 'Test Connection' button to make sure that your setup works. If the connection test is successful, save your configuration.
Start the sync: If the test passes, click 'Set Up Connection'. Airbyte will start moving data from SFTP Bulk to JSON File Destination according to your settings.

Remember, Airbyte keeps your data in sync at the frequency you determine, ensuring your JSON File Destination data warehouse is always up-to-date with your SFTP Bulk data.

Use Cases to transfer your SFTP Bulk data to JSON File Destination

Integrating data from SFTP Bulk to JSON File Destination provides several benefits. Here are a few use cases:

Advanced Analytics: JSON File Destination’s powerful data processing capabilities enable you to perform complex queries and data analysis on your SFTP Bulk data, extracting insights that wouldn't be possible within SFTP Bulk alone.
Data Consolidation: If you're using multiple other sources along with SFTP Bulk, syncing to JSON File Destination allows you to centralize your data for a holistic view of your operations, and to set up a change data capture process so you never have any discrepancies in your data again.
Historical Data Analysis: SFTP Bulk has limits on historical data. Syncing data to JSON File Destination allows for long-term data retention and analysis of historical trends over time.
Data Security and Compliance: JSON File Destination provides robust data security features. Syncing SFTP Bulk data to JSON File Destination ensures your data is secured and allows for advanced data governance and compliance management.
Scalability: JSON File Destination can handle large volumes of data without affecting performance, providing an ideal solution for growing businesses with expanding SFTP Bulk data.
Data Science and Machine Learning: By having SFTP Bulk data in JSON File Destination, you can apply machine learning models to your data for predictive analytics, customer segmentation, and more.
Reporting and Visualization: While SFTP Bulk provides reporting tools, data visualization tools like Tableau, PowerBI, Looker (Google Data Studio) can connect to JSON File Destination, providing more advanced business intelligence options. If you have a SFTP Bulk table that needs to be converted to a JSON File Destination table, Airbyte can do that automatically.