- Unify inconsistent tags across AWS, GCP, and Azure automatically
- Allocate untagged resources using Kubernetes namespaces, resource names, and more
- Split shared infrastructure costs based on actual usage metrics
- Composable rules — build layered allocations that cascade when you change a single rule
See it in action
Automated Environment Visibility
Unify inconsistent environment tags across providers and get a clean cost-per-environment breakdown in minutes.
Allocate a Shared Cloud SQL Database
Split the cost of a shared database across the teams that use it, based on actual usage metrics.
Feature Engineering: Clean Up Messy Cloud Tags Across Providers
Your cloud tags are a mess.Env, environment, k8s_label_env, environnement — four keys that mean the same thing, scattered across providers.
Feature Engineering fixes this automatically: it detects duplicates, suggests merges, and normalizes values — so prod, production, and prd all become production.
The result: one clean tag per concept, across every provider, retroactively applied to all your historical data. Then explore them in the Cost Explorer.
Which Cloud Tags Does Costory Import?
Costory imports all tag types from AWS, GCP, Azure, Kubernetes, and Aiven — including system tags, project tags, pod tags, and EKS/ECS tags.Full list of supported tag sources
Full list of supported tag sources
| Provider | Tag Source / Type | Field / Example | Notes / Origin |
|---|---|---|---|
| GCP | Customer defined tags | labels | Google Cloud Console |
| GKE pod tags / namespace tags | labels | ||
| Project tags | project.labels | ||
| System tags | system_labels | ||
| AWS | Customer defined tags | resource_tags | All tags enabled in your Tag Cost Allocation |
| EKS / ECS tags at pod level | resource_tags | Via EKS cost visibility | |
| Aiven | Customer defined tags | labels | From Aiven Console |
| Azure | Customer defined tags | labels | |
| Additional information | additional_info |
Merge Duplicate Tag Keys Into One
If you need to merge duplicate cloud tags across AWS, GCP, and Azure without re-tagging resources — this is it. Costory automatically detects tag keys that likely mean the same thing — using semantic similarity — and suggests merging them.
Fix Inconsistent Tag Values Across Providers
Normalize cloud tags across AWS, GCP, and Azure — automatically, without scripts or regex. Costory automatically detects tag values that refer to the same concept — likeprod, production, and prd — and suggests mapping them to a single canonical value.

Allocate Untagged Cloud Resources to Teams
Use Virtual Dimensions to build your chargeback model — bridge the gap between your tags and your team structure. Costory’s approach is composable, retroactive, and supports usage-metric-based allocation.Roll up tags
Regroup low-level tags into higher-level business concepts like team, product, or environment.
Allocate untagged resources
Use resource metadata — Kubernetes namespace, resource name, service name, region — to allocate costs that have no tags, including marketplace purchases.
Split shared costs
Distribute the cost of shared infrastructure — network, Cloud SQL, RDS — across the teams that actually use it.
Instantly Allocate 100% of Your Bill

- Pick a dimension name (e.g., “Team”)
- Define rules using any billing metadata — namespace, resource name, tags, account
- Rules are composable: reference other Virtual Dimensions to build a hierarchy
- Save — Costory reprocesses all historical data in minutes
- Standard Columns: provider, Kubernetes namespace, resource name, service name, region.
- Feature Engineering: your unified tags.
- Other Virtual Dimensions: build on top of existing allocations.
team tag on 70% of your resources? Don’t start from scratch. Virtual Dimensions can extend existing tags — filling in the gaps with rules based on namespace, resource name, or account. Your existing tags stay intact; Costory just fills in the blanks.

Composable Allocation Rules
Layered cost allocation rules — something most virtual tagging tools simply don’t support. Most virtual tagging tools are flat: one rule, one tag. Costory’s Virtual Dimensions are layered — each dimension can reference another, forming an allocation hierarchy. This means you can:- Define
namespace → teamonce - Then define
team → business uniton top of it - Then define
business unit → P&L lineon top of that
Split Shared Infrastructure Costs Across Teams
Shared cost allocation is a core FinOps challenge. Your shared Cloud SQL database costs $10K/month. Instead of guessing a 50/50 split, Costory allocates$7K to Team A and $3K to Team B — based on actual database usage from Datadog.
Connect any usage metric — database size per schema, CPU time per user, requests per namespace. Costory splits the cost proportionally.
No manual percentages to maintain. Automate weekly reports per team via Slack.
Datadog
BigQuery
Snowflake
Google Sheets

- Identity mapping — the metric label already matches the team name
- Regex mapping — extract the team name from the metric label
- Manual mapping — explicitly assign each metric label to a team
For a step-by-step walkthrough, see Allocate a shared Cloud SQL database.
Get started in 30 minutes
Sign up for free, connect your cloud provider, and see your costs allocated — no engineering tickets required.
Frequently Asked Questions
What is virtual tagging?
What is virtual tagging?
Virtual tagging lets you assign cost allocation tags to cloud resources without modifying the resources themselves. In Costory, this is done through Virtual Dimensions — which go further by supporting composable rules, usage-based shared cost splitting, and retroactive application to historical data.
What is the difference between Feature Engineering and Virtual Dimensions?
What is the difference between Feature Engineering and Virtual Dimensions?
Feature Engineering cleans and unifies tags that already exist in your cloud billing data — merging duplicate keys and normalizing inconsistent values.Virtual Dimensions create entirely new groupings from any billing metadata (account, service, resource name, namespace, etc.), letting you allocate costs even when no tags exist.
Can I use Costory for chargeback and showback?
Can I use Costory for chargeback and showback?
Yes. Virtual Dimensions let you allocate 100% of your cloud bill to teams, products, or cost centers — which is the foundation of any chargeback or showback model. Combined with Slack reports and the Cost Explorer, you can automate the reporting side too.
How do I handle untagged resources?
How do I handle untagged resources?
Virtual Dimensions can allocate untagged resources using any available billing metadata — account ID, service name, resource name, Kubernetes namespace, region, and more. You don’t need to go back and tag resources in your cloud console.
For network costs, you can rely on dynamic reallocation based on usage metrics to reallocate the costs.
Does this work retroactively on historical data?
Does this work retroactively on historical data?
Yes. When you create or update a Virtual Dimension, Costory reprocesses your billing history so the new allocation applies to past months as well — instantly.
Can I manage Virtual Dimensions via Github?
Can I manage Virtual Dimensions via Github?
Yes. Virtual Dimensions can be created and updated using a JSON Schema, so you can version-control from the UI.
How often are allocations recomputed?
How often are allocations recomputed?
Allocations are recomputed every time Costory ingests new billing data from your providers — typically daily. If you update a rule or a usage metric, historical data is also reprocessed automatically.
Next Steps
Explore Your Costs
Use your new allocations in the multi-cloud Cost Explorer
Automate FinOps Reports
Send cost-per-team reports to Slack automatically
Allocate a Shared Database
Step-by-step: split a Cloud SQL bill across teams
Environment Cost Visibility
Unify environment tags and see cost per env in minutes
