FTP/SFTP Integration

FTP/SFTP Data Integration for File Automation

Automatically retrieve data files from FTP and SFTP servers on scheduled intervals. Transform file-based datasets and load them into modern data warehouses or analytics tools.

A
Improvado Agent
Connected to FTP/SFTP
What's our FTP/SFTP performance this month vs last?
This month's blended ROAS is 4.2x, up from 3.8x last month (+10.5%).

Top performer: Brand campaigns at 8.1x ROAS.
Pause any ad groups under 1.5x ROAS
Found 7 ad groups below threshold. Pausing now — estimated savings: $12,400/mo.
1,000+
Integrations
200+
FTP/SFTP Fields
99.9%
SLA Uptime
<5 min
Setup
SOC 2
Type II
Trusted by ASUS Activision SXSW Dentsu Havas GroupM
Key Takeaways

Automate FTP/SFTP file processing

Improvado monitors your FTP and SFTP servers for new file uploads, automatically detecting CSV, JSON, and Excel files containing marketing data. The platform handles secure authentication including SSH keys and certificates for SFTP connections. Files are processed immediately upon upload or on your preferred schedule, eliminating manual downloads and data entry workflows.

200+ metrics and dimensions Campaigns, ad groups, keywords, audiences, geo, device — all granularity levels from the FTP/SFTP API
15-minute refresh cycles Near real-time sync with 99.9% SLA uptime. No stale dashboards.
Cross-channel normalization Marketing CDM unifies your data with 1,000+ sources into one schema. No manual mapping.
Any warehouse or BI tool Snowflake, BigQuery, Redshift, Databricks, Power BI, Tableau, Looker Studio
AI Agent access via MCP Query, write, and monitor FTP/SFTP through Claude, ChatGPT, Cursor, or any MCP client
Enterprise-grade security SOC 2 Type II, HIPAA, GDPR, CCPA. Raw data never leaves your environment.
OAuth setup in under 5 minutes No API keys, no code, no developer setup. Schema changes handled automatically.
Zero ongoing maintenance Pagination, rate limits, API versioning — all managed. Your team focuses on analysis.
How it works

From connection to autonomous action in three steps

1

Connect

Authenticate FTP/SFTP via OAuth in under 5 minutes. Improvado normalizes your data across 1,000+ sources automatically.

2

Ask

Your AI agent queries FTP/SFTP performance in natural language. Trends, anomalies, cross-channel comparisons — one conversation.

3

Act

The agent pauses underperformers, adjusts settings, generates executive reports, and monitors anomalies — every action logged.

About this integration

Import your data into data warehouse via FTP/SFTP

SFTP (or Secure File Transfer Protocol) is an alternative to FTP that also allows you to transfer files, but adds a layer of security to the process. SFTP uses SSH encryption to protect data as it’s being transferred. This means data is not exposed to outside entities on the Internet when it is sent to another party.

Some of the benefits of using the connector include:

  • It's available across various platforms and provides best-in-class automation and best practices that guarantee availability, scalability, and compliance.
  • It features integrations with the tools companies already use so that they can gain valuable insights from the business data in an instant.
  • It features the necessary security features to ensure that a company's data stays safe.


Integration details

Transform file data for analysis

Raw files from FTP/SFTP get cleaned and standardized through Improvado's transformation engine before loading into your data warehouse. Column headers are normalized, data types are validated, and missing values are handled according to your specifications. The platform can merge multiple files, deduplicate records, and apply custom business logic to prepare data for analysis.

Use Cases

What teams ask their AI agent about FTP/SFTP

Real prompts from enterprise marketing teams. The agent reads your data, answers in seconds, and takes action when you ask.

A
Improvado Agent Analysis

Process daily sales reports from retail partners uploaded via SFTP into unified revenue dashboard

Your AI agent analyzes FTP/SFTP data and delivers actionable insights — automatically, in seconds.

4 hrs → 10 min
A
Improvado Agent Cross-channel

Combine affiliate marketing CSVs with internal campaign data for complete attribution analysis

Your AI agent analyzes FTP/SFTP data and delivers actionable insights — automatically, in seconds.

Manual → auto
A
Improvado Agent Reporting

Load vendor performance reports from FTP into executive dashboards with automated data validation

Your AI agent analyzes FTP/SFTP data and delivers actionable insights — automatically, in seconds.

8 hrs → 30 min
AI Agent Access

Your agent doesn't just read FTP/SFTP — it acts on it

Read

Pull metrics, dimensions, and trends from FTP/SFTP — across every account and campaign. Your AI handles the query.

Write

Launch campaigns, pause underperformers, adjust settings. Every action logged and governed.

Monitor

Anomaly alerts, budget pacing watches, weekly auto-reports. Problems caught before they burn budget.

Query, write, and monitor FTP/SFTP through Claude, ChatGPT, Cursor, or any MCP client. Every action is logged and governed.

Claude ChatGPT Cursor Gemini Any MCP Client
Improvado MCP — FTP/SFTP
> Show top 5 campaigns by performance this month
Campaign Spend ROAS
Brand — Exact $4,200 8.1x
Non-Brand $12,800 4.7x
Retargeting — 30d $3,100 4.2x
Competitor $8,400 3.1x
DSA — Blog $2,600 2.8x
5 campaigns • $31,100 total spend • avg 4.6x ROAS
> Pause all ad groups below 1.5x ROAS
✓ 7 ad groups paused • est. savings $12,400/mo
Destinations

Send FTP/SFTP data anywhere

Load normalized data to your preferred warehouse, BI tool, or cloud storage.

Snowflake
BigQuery
Redshift
Databricks
Power BI
Tableau
Looker Studio
Google Sheets
Domo
Excel
Q Qlik
S3 Amazon S3
Metabase
Grafana
PostgreSQL
Azure SQL
SOC
SOC 2 Type II Audited data management
H
HIPAA Healthcare compliance
EU
GDPR EU data protection
CA
CCPA California privacy
Compare

They extract data. Improvado deploys an agent.

Traditional tools move data from A to B. Improvado gives you an AI agent that reads, acts, and monitors — with FTP/SFTP as one of 1,000+ integrated sources.

Feature Improvado Supermetrics Funnel.io Fivetran
Data fields extracted 200+ ~90 ~120 ~80
Total integrations 1,000+ ~150 ~500 ~300
Cross-channel normalization (CDM) ✓ Built-in ✗ Manual ● Basic mapping ✗ Raw only
AI Agent access (MCP) ✓ Read, Write, Monitor
Data warehouse destinations ✓ 16+ warehouses & BI tools Sheets, Looker, BigQuery BigQuery, Snowflake, Redshift ✓ Broad warehouse support
Refresh frequency Every 15 min Scheduled triggers Daily / 6hr Every 15 min (premium)
SOC 2 Type II & HIPAA ✗ SOC 2 only ✓ SOC 2
Best for Teams that want an AI agent, not a pipeline Small teams, spreadsheets Mid-market, data teams Engineering-led ELT pipelines

Comparison based on publicly available documentation as of April 2026. Feature availability may vary by plan tier.

FAQ

Frequently asked questions

Improvado processes CSV, JSON, Excel (XLS/XLSX), TSV, and pipe-delimited files from FTP/SFTP servers. The platform automatically detects file formats and applies appropriate parsing logic.

Put an AI agent on your FTP/SFTP today

Connect in under 5 minutes. Your agent starts reading, acting, and monitoring immediately.