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How to load data from SFTP Bulk to Weaviate

Learn how to use Airbyte to synchronize your SFTP Bulk data into Weaviate within minutes.

TL;DR

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 as a source connector (using Auth, or usually an API key)
  2. set up Weaviate as a destination connector
  3. 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 Weaviate

Weaviate is an open-source, cloud-native, real-time vector search engine that allows developers to build intelligent applications with natural language processing (NLP) capabilities. It uses machine learning algorithms to understand the meaning of unstructured data and provides a semantic search engine that can retrieve relevant information from large datasets. Weaviate can be used to build chatbots, recommendation systems, and other intelligent applications that require NLP capabilities. It is designed to be scalable, flexible, and easy to use, with a RESTful API that allows developers to integrate it into their applications quickly. Weaviate is built on top of Kubernetes and can be deployed on-premises or in the cloud.

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Prerequisites

  1. A SFTP Bulk account to transfer your customer data automatically from.
  2. A Weaviate account.
  3. 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 Weaviate, for seamless data migration.

When using Airbyte to move data from SFTP Bulk to Weaviate, it extracts data from SFTP Bulk using the source connector, converts it into a format Weaviate can ingest using the provided schema, and then loads it into Weaviate via the destination connector. This allows businesses to leverage their SFTP Bulk data for advanced analytics and insights within Weaviate, 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 Weaviate as a destination connector

1. First, navigate to the Weaviate destination connector on Airbyte's website.
2. Click on the "Get Started" button to begin the setup process.
3. Enter the required credentials for your Weaviate instance, including the URL, API key, and schema name.
4. Test the connection to ensure that the credentials are correct and the connection is successful.
5. Choose the tables or collections that you want to sync from your source connector to Weaviate.
6. Map the fields from your source connector to the corresponding fields in Weaviate.
7. Set up any necessary transformations or filters to ensure that the data is formatted correctly for Weaviate.
8. Schedule the sync to run at regular intervals or manually trigger it as needed.
9. Monitor the sync to ensure that the data is being transferred correctly and troubleshoot any issues that arise.
10. Once the sync is complete, verify that the data has been successfully transferred to Weaviate.

Step 3: Set up a connection to sync your SFTP Bulk data to Weaviate

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

  1. Create a new connection: On the Airbyte dashboard, navigate to the 'Connections' tab and click the '+ New Connection' button.
  2. Choose your source: Select SFTP Bulk from the dropdown list of your configured sources.
  3. Select your destination: Choose Weaviate from the dropdown list of your configured destinations.
  4. 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.
  5. Select the data to sync: Choose the specific SFTP Bulk objects you want to import data from towards Weaviate. You can sync all data or select specific tables and fields.
  6. 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.
  7. Test your connection: Click the 'Test Connection' button to make sure that your setup works. If the connection test is successful, save your configuration.
  8. Start the sync: If the test passes, click 'Set Up Connection'. Airbyte will start moving data from SFTP Bulk to Weaviate according to your settings.

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

Use Cases to transfer your SFTP Bulk data to Weaviate

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

  1. Advanced Analytics: Weaviate’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.
  2. Data Consolidation: If you're using multiple other sources along with SFTP Bulk, syncing to Weaviate 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.
  3. Historical Data Analysis: SFTP Bulk has limits on historical data. Syncing data to Weaviate allows for long-term data retention and analysis of historical trends over time.
  4. Data Security and Compliance: Weaviate provides robust data security features. Syncing SFTP Bulk data to Weaviate ensures your data is secured and allows for advanced data governance and compliance management.
  5. Scalability: Weaviate can handle large volumes of data without affecting performance, providing an ideal solution for growing businesses with expanding SFTP Bulk data.
  6. Data Science and Machine Learning: By having SFTP Bulk data in Weaviate, you can apply machine learning models to your data for predictive analytics, customer segmentation, and more.
  7. Reporting and Visualization: While SFTP Bulk provides reporting tools, data visualization tools like Tableau, PowerBI, Looker (Google Data Studio) can connect to Weaviate, providing more advanced business intelligence options. If you have a SFTP Bulk table that needs to be converted to a Weaviate table, Airbyte can do that automatically.

Wrapping Up

To summarize, this tutorial has shown you how to:

  1. Configure a SFTP Bulk account as an Airbyte data source connector.
  2. Configure Weaviate as a data destination connector.
  3. Create an Airbyte data pipeline that will automatically be moving data directly from SFTP Bulk to Weaviate 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!

What should you do next?

Hope you enjoyed the reading. Here are the 3 ways we can help you in your data journey:

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Easily address your data movement needs with Airbyte Cloud
Take the first step towards extensible data movement infrastructure that will give a ton of time back to your data team. 
Get started with Airbyte for free
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Talk to a data infrastructure expert
Get a free consultation with an Airbyte expert to significantly improve your data movement infrastructure. 
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Subscribe to our monthly newsletter and get the community’s new enlightening content along with Airbyte’s progress in their mission to solve data integration once and for all.
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Connectors Used

What should you do next?

Hope you enjoyed the reading. Here are the 3 ways we can help you in your data journey:

flag icon
Easily address your data movement needs with Airbyte Cloud
Take the first step towards extensible data movement infrastructure that will give a ton of time back to your data team. 
Get started with Airbyte for free
high five icon
Talk to a data infrastructure expert
Get a free consultation with an Airbyte expert to significantly improve your data movement infrastructure. 
Talk to sales
stars sparkling
Improve your data infrastructure knowledge
Subscribe to our monthly newsletter and get the community’s new enlightening content along with Airbyte’s progress in their mission to solve data integration once and for all.
Subscribe to newsletter

Connectors Used

Frequently Asked Questions

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.

What data can you transfer to Weaviate?

You can transfer a wide variety of data to Weaviate. This usually includes structured, semi-structured, and unstructured data like transaction records, log files, JSON data, CSV files, and more, allowing robust, scalable data integration and analysis.

What are top ETL tools to transfer data from SFTP Bulk to Weaviate?

The most prominent ETL tools to transfer data from SFTP Bulk to Weaviate include:

  • Airbyte
  • Fivetran
  • Stitch
  • Matillion
  • Talend Data Integration

These tools help in extracting data from SFTP Bulk and various sources (APIs, databases, and more), transforming it efficiently, and loading it into Weaviate and other databases, data warehouses and data lakes, enhancing data management capabilities.