SFTP Integration | ETL & Data Pipeline Solutions

Last updated: January 23, 2026

Seamlessly connect SFTP servers to your data warehouse, databases, and 200+ other tools. Ingest files, transform them into analytics-ready datasets, and automate secure transfers, no coding required.

Ensure Data Quality
SFTP
  • Customer Since:
    May, 2023
  • Customer Since:
    July, 2018
  • Case Study
    Customer Since:
    August, 2019
  • Customer Since:
    November, 2017
  • Customer Since:
    December, 2021
  • Case Study
    Customer Since:
    January, 2025
  • Customer Since:
    September, 2017
  • Customer Since:
    March, 2022

Why Businesses Need SFTP Integration

SFTP is still a common way to exchange critical data, exports from legacy systems, partner feeds, EDI-related files, logs, and batch drops. But manual downloads and uploads create delays, missing files, and inconsistent formats across teams.

An SFTP integration with Integrate.io automates file ingestion and delivery. Load CSV/JSON files into your warehouse, validate data quality, and standardize formats, while maintaining strong security and reliable scheduling.

Use SFTP Today

The no-code pipeline platform for
your entire data journey

TRY IT FREE FOR 14-DAYS
Ensure Data Quality

SFTP ETL Best Practices

  • File Naming & Partitioning Strategy: Standardize naming conventions and folder structures for reliable automation.
  • Schema Drift Handling: Expect columns to change, use validations and mappings to prevent silent breaks.
  • Incremental File Processing: Track processed files and only ingest new drops to avoid duplicates.
  • Data Quality Checks: Validate required columns, row counts, and formatting before loading downstream.
  • Secure Key Management: Prefer key-based authentication and controlled access policies.

How SFTP Integration Works with Integrate.io

Step 1: Connect Your SFTP Server

Configure host, port, authentication (password or key), and directories to monitor.

Step 2: Configure Your Data Pipeline

Parse file formats, apply transformations, map schema, and set validation rules.

Step 3: Set Your Sync Schedule

Run on a schedule (hourly/daily) or based on file arrival patterns. Integrate.io monitors execution and handles retries.

Key Features of the SFTP Connector

Feature Description
Secure File Transfer SFTP-based encrypted file movement
Incremental File Loads Process only new/updated files to prevent duplicates
Multi-Format Support Handle common file formats and structures
Schema Mapping Map file columns to destination schema
Data Validation Detect missing columns, invalid types, and bad rows
Automated Scheduling Orchestrate recurring transfers with monitoring
Transformation Layer Clean, standardize, and enrich file-based data
Reliable Error Handling Retries, alerts, and run visibility

What You Can Do with SFTP + Integrate.io

  • Automate Partner File Feeds: Ingest partner drops reliably and load into your warehouse.
  • Modernize Legacy Exports: Convert batch exports into analytics-ready tables without manual steps.
  • Standardize Reporting Inputs: Validate and normalize files before dashboards and finance reporting consume them.
  • Deliver Curated Data Back to Partners: Export transformed datasets to an SFTP location on a schedule.
  • Build Audit-Friendly Pipelines: Track file ingestion history and reduce operational risk.

Integrates With

8x8
AS400
AdRoll
Aftership
Airtable
AlloyDB
Amazon Aurora
Amazon Kinesis
Amazon RDS
Amazon Redshift
Amazon S3
Amplitude
AppsFlyer
Asana
Coming Soon
AskNicely
Atlassian
Autopilot
Azure Synapse Analytics
Base CRM
Basecamp
BigCommerce
Bill.com
Coming Soon
Box
Coming Soon
Braintree
Coming Soon
Branch
Buffer
CSV
CallRail
Campaign Monitor
Coming Soon
Cassandra
ChartMogul
Chartio
Clearbit
CleverTap
Close.io
CloudTrail
Coming Soon
Contentful
Cratejoy
Coming Soon
Crunchbase
Coming Soon
Customer.io
Databricks
Delighted
Domo
DoubleClick Bid Manager
DoubleClick Campaign Manager
Coming Soon
Drift
Coming Soon
Drip
Dundas BI
Dynamics 365
Elasticsearch
Eloqua
Coming Soon
Eventbrite
Excel
FTPS
Facebook Ads
Freshdesk
Fullstory
GitHub
GitLab
GoToWebinar
GoodData
Google Ads
Google Analytics
Google BigQuery
Google Cloud SQL for MySQL
Google Cloud SQL for PostgreSQL
Google Cloud Spanner
Google Cloud Storage
Google Drive
Google Hotel Price
Google My Business
Google Sheets
Gorgias
HDFS
Coming Soon
Harvest
Coming Soon
Heap
Help Scout
Heroku Connect
Heroku Postgres
HubSpot
IBM DB2
Intercom
Invoiced
Coming Soon
Iterable
Jaspersoft
Jira
Klaviyo
LinkedIn
Listrak
LivePerson
Loggly
Looker
MS SQL
Magento
MailChimp
Mailgun
MariaDB
Marketo
MemSQL
Microsoft Ads
Microsoft Azure Blob Storage
Microsoft Azure SQL Database
Microsoft OneLake
Mixpanel
Mode
MongoDB
MongoDB Atlas
MySQL
NetSuite
Omnisend
Open Exchange Rates
Oracle
Oracle Responsys
Outbrain
Papertrail
PayPal
Pendo
Periscope Data
Pinterest
Pipedrive
PostgreSQL
PrestaShop
QlikView
Coming Soon
QuickBooks
RESTful API
ReCharge
Recurly
Revinate
SAP HANA
SFTP To Go
Salesforce
Salesforce Einstein
Salesforce Marketing Cloud
Salesforce Pardot
Segment
SendGrid
ShipStation
Shippo
Shopify
Slack
Snapchat Ads
Snowflake
Coming Soon
Square
Stamped.io
Stripe
Taboola
TikTok Ads
Trello
Twilio
Twitter
UserVoice
Vertica Analytics Platform
Webhook
Wrike
Xero
Yahoo Gemini
Yotpo
YouTube
YouTube Analytics
Zendesk
Zendesk Chat
Zuora
e-conomic
eBay

Frequently Asked Questions

What file types can I ingest from SFTP?

Common structured formats such as CSV and JSON are typically used for SFTP pipelines.

Can Integrate.io automatically detect new files?

Pipelines can be configured to ingest new files based on schedules and directory patterns.

How do you avoid duplicate file processing?

By tracking processed files and applying incremental processing rules.

Can I transform file data before loading?

Yes, cleaning, mapping, validation, and enrichment can be applied in the pipeline.

Can I load SFTP data into a data warehouse?

Yes, SFTP file data can be loaded into Snowflake, BigQuery, Redshift, and other destinations.

How do you handle schema changes in files?

Use mapping rules and validation checks to detect column changes and prevent silent failures.

Is SFTP data secure with Integrate.io?

Transfers use secure protocols, and data is encrypted in transit and at rest.

Can I also export data to SFTP?

Yes, export transformed datasets to an SFTP location on a schedule.

Get Started On Your
SFTP Data
Integration Today

Powers your company decision making and operational systems with our one-stop ETL and data integration platforms

TRY IT FREE FOR 14-DAYS
Ensure Data Quality