Overview
Some Cora implementations require your team to deliver structured data files (CSV) on a regular basis — for example, daily account-level metric snapshots that power agent workflows like QBR prep or renewal outreach.
Cora hosts the endpoint. Your team pushes files; we handle ingestion from there.
There are two delivery options depending on your infrastructure:
S3-compatible endpoint (preferred) — ideal if your data team can push to an S3-compatible bucket using standard AWS SDKs or tools
SFTP — for teams that require traditional SFTP file transfer
Your Cora implementation team will confirm which method to use during onboarding.
Option A: S3-Compatible Endpoint (Preferred)
Cora provides a dedicated S3-compatible bucket for your organization. Any tool or SDK that supports S3 (AWS CLI, Boto3, custom ETL pipelines, etc.) will work out of the box.
What We Provide
Your Cora team will send the following credentials via a secure link:
Endpoint URL — the S3-compatible endpoint
Bucket name — scoped to your organization
Access Key ID
Secret Access Key
Region
Use these with any S3-compatible client. For example, with the AWS CLI:
aws s3 cp snapshot_20260317.csv s3://your-bucket/use_case_folder/ --endpoint-url YOUR_ENDPOINT
What You Need to Do
Receive your credentials from the Cora team
Configure your data pipeline or script to push files to the provided endpoint
Push a test file and confirm with your Cora contact that it was received
Begin regular delivery on the agreed schedule
Option B: SFTP
Cora provides a dedicated, hosted SFTP endpoint for your organization. No infrastructure setup is required on your end — just connect and push files.
What We Provide
Host — a dedicated subdomain (e.g.,
yourcompany.sftp.cora.ai)Port — 22
Username — provided by Cora
Authentication — SSH public key
What You Need to Do
Generate an SSH key pair (ECDSA, Ed25519, or RSA in OpenSSH format)
Send the public key to your Cora contact via a secure link
If your organization requires IP allowlisting, provide the static IP addresses that will connect
Once Cora confirms the key is uploaded, test connectivity and push a sample file
Confirm with your Cora contact that the file was received
Begin regular delivery on the agreed schedule
File Format Requirements
CSV, Wide Format
We expect CSV files in wide format — one row per entity (e.g., account), with metrics as columns:
account_id, snapshot_date, metric_a, metric_b, metric_c
acme_123, 2026-03-17, 0.82, 145, 72
globex_456, 2026-03-17, 0.65, 89, 68
Key requirements:
account_id+snapshot_dateshould serve as a composite key for deduplicationNew metrics can be added as new columns — our pipeline picks them up automatically
Avoid per-metric directory structures (e.g., one folder per metric) — use columns instead
Nested or Relational Data
If your data includes detail records tied to accounts (e.g., individual transactions, usage events, or line items), we support three approaches:
JSON column — for small, bounded nested data within the main CSV
Separate detail feed — a second CSV file with
account_idas a foreign key, for high-volume or complex related dataAggregated summary columns — pre-aggregated values on the account row, when raw detail isn't needed
Your Cora team will recommend the best approach based on your data.
Directory Structure
Keep it simple:
One folder per use case or agent workflow (e.g.,
account_metrics/,renewal_data/)Daily snapshot files named
snapshot_YYYYMMDD.csv(e.g.,snapshot_20260317.csv)
Example:
account_metrics/snapshot_20260317.csv
account_metrics/snapshot_20260318.csv
renewal_data/snapshot_20260317.csv
Your Cora team will agree on the exact folder names and structure during onboarding.
Data Schema
Before you build your export, your Cora implementation team will send a detailed field list tailored to your use case. This typically includes:
Identity fields — account ID, account name
Eligibility / gating attributes — flags that determine which accounts qualify
Timing fields — snapshot date, cadence anchors (e.g., renewal date)
Suppression flags — fields that indicate when outreach should be paused
Contact fields — names and emails for the relevant stakeholders
Metrics — the specific data points that power the agent workflow
Security
All credentials are shared via secure, expiring links — never over email or chat
S3 credentials are scoped to your organization's bucket only
SFTP uses SSH public key authentication (password login is disabled)
IP allowlisting is available for SFTP on request
Onboarding Checklist
Here's the typical flow from start to first delivery:
You align with Cora on the data schema (field list) for your use case
Your team builds the export based on the schema
Cora provisions the delivery endpoint (S3 or SFTP) and sends credentials
Your team pushes a test file
Cora confirms receipt and validates the file format
Your team begins regular delivery on the agreed schedule
Questions?
Reach out to your Cora implementation contact or email [email protected] if you have any questions about file format, delivery setup, or scheduling.
