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AWS Cloud Billing Integration

By default, Kubecost pulls on-demand asset prices from the public AWS pricing API. For more accurate pricing, this integration will allow Kubecost to reconcile your current measured Kubernetes spend with your actual AWS bill. This integration also properly accounts for Enterprise Discount Programs, Reserved Instance usage, Savings Plans, Spot usage, and more.

You will need permissions to create the Cost and Usage Report (CUR), and add IAM credentials for Athena and S3. Optional permission is the ability to add and execute CloudFormation templates. Kubecost does not require root access in the AWS account.

Quick Start for IRSA

This guide contains multiple possible methods for connecting Kubecost to AWS billing, based on user environment and preference. Because of this, there may not be a straightforward approach for new users. To address this, a streamlined guide containing best practices can be found here for IRSA environments. This quick start guide has some assumptions to carefully consider, and may not be applicable for all users. See prerequisites in the linked article.

Key AWS terminology

Integrating your AWS account with Kubecost may be a complicated process if you aren’t deeply familiar with the AWS platform and how it interacts with Kubecost. This section provides an overview of some of the key terminology and AWS services that are involved in the process of integration.

Cost and Usage Report: AWS report which tracks cloud spending and writes to an Amazon Simple Storage Service (Amazon S3) bucket for ingestion and long term historical data. The CUR is originally formatted as a CSV, but when integrated with Athena, is converted to Parquet format.

Amazon Athena: Analytics service which queries the CUR S3 bucket for your AWS cloud spending, then outputs data to a separate S3 bucket. Kubecost uses Athena to query for the bill data to perform reconciliation. Athena is technically optional for AWS cloud integration, but as a result, Kubecost will only provide unreconciled costs (on-demand public rates).

S3 bucket: Cloud object storage tool which both CURs and Athena output cost data to. Kubecost needs access to these buckets in order to read that data.

Cost and Usage Report integration

For the below guide, a GitHub repository with sample files can be found here.

Step 1: Setting up a CUR

Follow these steps to set up a Legacy CUR using the settings below.

  • Select the Legacy CUR export type.

  • For time granularity, select Daily.

  • Under 'Additional content', select the Enable resource IDs checkbox.

  • Under 'Report data integration' select the Amazon Athena checkbox.

For CUR data written to an S3 bucket only accessed by Kubecost, it is safe to expire or delete the objects after seven days of retention.

Remember the name of the bucket you create for CUR data. This will be used in Step 2.

Familiarize yourself with how column name restrictions differ between CURs and Athena tables. AWS may change your CUR name when you upload your CUR to your Athena table in Step 2, documented in AWS' Running Amazon Athena queries. As best practice, use all lowercase letters and only use _ as a special character.

AWS may take up to 24 hours to publish data. Wait until this is complete before continuing to the next step.

If you believe you have the correct permissions, but cannot access the Billing and Cost Management page, have the owner of your organization's root account follow these instructions.

Step 2: Setting up Athena

As part of the CUR creation process, Amazon also creates a CloudFormation template that is used to create the Athena integration. It is created in the CUR S3 bucket, listed in the Objects tab in the path s3-path-prefix/cur-name and typically has the filename crawler-cfn.yml. This .yml is your necessary CloudFormation template. You will need it in order to complete the CUR Athena integration. For more information, see the AWS doc Setting up Athena using AWS CloudFormation templates.

Your S3 path prefix can be found by going to your AWS Cost and Usage Reports dashboard and selecting your newly-created CUR. In the 'Report details' tab, you will find the S3 path prefix.

Once Athena is set up with the CUR, you will need to create a new S3 bucket for Athena query results.

  1. Navigate to the S3 Management Console.

  2. Select Create bucket. The Create Bucket page opens.

  3. Use the same region used for the CUR bucket and pick a name that follows the format aws-athena-query-results-.

  4. Select Create bucket at the bottom of the page.

  5. Navigate to the Amazon Athena dashboard.

  6. Select Settings, then select Manage. The Manage settings window opens.

  7. Set Location of query result to the S3 bucket you just created, which will look like s3://aws-athena-query-results..., then select Save.

For Athena query results written to an S3 bucket only accessed by Kubecost, it is safe to expire or delete the objects after 1 day of retention.

Step 3: Setting up IAM permissions

Add via CloudFormation:

Kubecost offers a set of CloudFormation templates to help set your IAM roles up.

If you’re new to provisioning IAM roles, we suggest downloading our templates and using the CloudFormation wizard to set these up. You can learn how to do this in AWS' Creating a stack on the AWS CloudFormation console doc. Open the step below which represents your CUR and management account arrangement, download the .yaml file listed, and upload them as the stack template in the 'Creating a stack' > 'Selecting a stack template' step.

My CUR exists in the same account as Kubecost or the management account

  • Download this .yaml file.

  • Navigate to the AWS Console Cloud Formation page.

  • Select Create Stack, then select With new resources (standard) from the dropdown.

  • On the 'Create stack' page, under 'Prerequisite - Prepare Template', make sure Template is ready has been preselected. Under 'Specify Template', select Upload a template file. Select Choose file, then select your downloaded .yaml file from your file explorer. Select Next.

  • On the 'Specify stack details' page, enter a name for your stack, then provide the following parameters:

    • AthenaCURBucket: The name of the Athena CUR bucket you created in Step 2.

    • SpotDataFeedBucketName: (Optional, skip if you have not configured Spot data) The bucket where the Spot data feed is sent

  • Select Next.

  • On the 'Configure stack options' page opens, configure any additional options as needed. Select Next.

  • On the 'Review stack' page, confirm all information, then select I acknowledge that AWS CloudFormation might create IAM resources with custom names.

  • Select Submit.

My CUR exists in a member account different from Kubecost or the management account

On each sub account running Kubecost:

  • Download this .yaml file.

    • Navigate to the AWS Console Cloud Formation page.

    • Select Create Stack, then select With existing resources (import resources) from the dropdown. On the 'Identify resources' page, select Next.

    • Under Template source, choose Upload a template file.

    • Select Choose file, which will open your file explorer. Select the .yaml template, and then select Open. Then, select Next.

    • On the 'Identify resources' page, provide any additional resources to import. Then, select Next.

    • For Stack name, enter a name for your template.

    • Set the following parameters:

      • MasterPayerAccountID: The account ID of the management account (formerly called master payer account) where the CUR has been created

      • SpotDataFeedBucketName: The bucket where the Spot data feed is sent

    • Select Next.

    • Select Next.

    • At the bottom of the page, select I acknowledge that AWS CloudFormation might create IAM resources.

    • Select Create Stack.

On the management account:

  • Follow the same steps to create a CloudFormation stack as above, but using this .yaml file instead, and with these parameters:

    • AthenaCURBucket: The bucket where the CUR is set from Step 1

    • KubecostClusterID: An account that Kubecost is running on that requires access to the Athena CUR.

Add manually:

My CUR exists in the same account as Kubecost or the management account

Attach both of the following policies to the same role or user. Use a user if you intend to integrate via ServiceKey, and a role if via IAM annotation (see more below under Via Pod Annotation by EKS). The SpotDataAccess policy statement is optional if the Spot data feed is configured (see “Setting up the Spot Data feed” step below).

        {
           "Version": "2012-10-17",
           "Statement": [
              {
                 "Sid": "AthenaAccess",
                 "Effect": "Allow",
                 "Action": [
                    "athena:*"
                 ],
                 "Resource": [
                    "*"
                 ]
              },
              {
                 "Sid": "ReadAccessToAthenaCurDataViaGlue",
                 "Effect": "Allow",
                 "Action": [
                    "glue:GetDatabase*",
                    "glue:GetTable*",
                    "glue:GetPartition*",
                    "glue:GetUserDefinedFunction",
                    "glue:BatchGetPartition"
                 ],
                 "Resource": [
                    "arn:aws:glue:*:*:catalog",
                    "arn:aws:glue:*:*:database/athenacurcfn*",
                    "arn:aws:glue:*:*:table/athenacurcfn*/*"
                 ]
              },
              {
                 "Sid": "AthenaQueryResultsOutput",
                 "Effect": "Allow",
                 "Action": [
                    "s3:GetBucketLocation",
                    "s3:GetObject",
                    "s3:ListBucket",
                    "s3:ListBucketMultipartUploads",
                    "s3:ListMultipartUploadParts",
                    "s3:AbortMultipartUpload",
                    "s3:CreateBucket",
                    "s3:PutObject"
                 ],
                 "Resource": [
                    "arn:aws:s3:::aws-athena-query-results-*"
                 ]
              },


              {
                 "Sid": "S3ReadAccessToAwsBillingData",
                 "Effect": "Allow",
                 "Action": [
                    "s3:Get*",
                    "s3:List*"
                 ],
                 "Resource": [
                    "arn:aws:s3:::${AthenaCURBucket}*"
                 ]
              }
           ]
        }
	{
           "Version": "2012-10-17",
           "Statement": [
              {
                 "Sid": "SpotDataAccess",
                 "Effect": "Allow",
                 "Action": [
                    "s3:ListAllMyBuckets",
                    "s3:ListBucket",
                    "s3:HeadBucket",
                    "s3:HeadObject",
                    "s3:List*",
                    "s3:Get*"
                 ],
                 "Resource": "arn:aws:s3:::${SpotDataFeedBucketName}*"
              }
           ]
        }
My CUR exists in a member account different from Kubecost or the management account

On each sub account running Kubecost, attach both of the following policies to the same role or user. Use a user if you intend to integrate via Service Key, and a role if via IAM annotation (see more below under Via Pod Annotation by EKS). The SpotDataAccess policy statement is optional if the Spot data feed is configured (see “Setting up the Spot Data feed” step below).

	{
               "Version": "2012-10-17",
               "Statement": [
                  {
                     "Sid": "AssumeRoleInMasterPayer",
                     "Effect": "Allow",
                     "Action": "sts:AssumeRole",
                     "Resource": "arn:aws:iam::${MasterPayerAccountID}:role/KubecostRole-${This-account’s-id}"
                  }
               ]
	}

	{
               "Version": "2012-10-17",
               "Statement": [
                  {
                     "Sid": "SpotDataAccess",
                     "Effect": "Allow",
                     "Action": [
                        "s3:ListAllMyBuckets",
                        "s3:ListBucket",
                        "s3:HeadBucket",
                        "s3:HeadObject",
                        "s3:List*",
                        "s3:Get*"
                     ],
                     "Resource": "arn:aws:s3:::${SpotDataFeedBucketName}*"
                  }
               ]
	}

On the management account, attach this policy to a role (replace ${AthenaCURBucket} variable):

	{
               "Version": "2012-10-17",
               "Statement": [
                  {
                     "Sid": "AthenaAccess",
                     "Effect": "Allow",
                     "Action": [
                        "athena:*"
                     ],
                     "Resource": [
                        "*"
                     ]
	},
	{
                     "Sid": "ReadAccessToAthenaCurDataViaGlue",
                     "Effect": "Allow",
                     "Action": [
                        "glue:GetDatabase*",
                        "glue:GetTable*",
                        "glue:GetPartition*",
                        "glue:GetUserDefinedFunction",
                        "glue:BatchGetPartition"
                     ],
                     "Resource": [
                        "arn:aws:glue:*:*:catalog",
                        "arn:aws:glue:*:*:database/athenacurcfn*",
                        "arn:aws:glue:*:*:table/athenacurcfn*/*"
                     ]
                  },
                  {
                     "Sid": "AthenaQueryResultsOutput",
                     "Effect": "Allow",
                     "Action": [
                        "s3:GetBucketLocation",
                        "s3:GetObject",
                        "s3:ListBucket",
                        "s3:ListBucketMultipartUploads",
                        "s3:ListMultipartUploadParts",
                        "s3:AbortMultipartUpload",
                        "s3:CreateBucket",
                        "s3:PutObject"
                     ],
                     "Resource": [
                        "arn:aws:s3:::aws-athena-query-results-*"
                     ]
                  },
                  {
                     "Sid": "S3ReadAccessToAwsBillingData",
                     "Effect": "Allow",
                     "Action": [
                        "s3:Get*",
                        "s3:List*"
                     ],
                     "Resource": [
                        "arn:aws:s3:::${AthenaCURBucket}*"
                     ]
                  }
               ]
	}

Then add the following trust statement to the role the policy is attached to on the management account (replace the ${aws-mgmt-account-id} variable with the account you want to assume the role):

	{
               "Version": "2012-10-17",
               "Statement": [
                  {
                     "Effect": "Allow",
                     "Principal": {
                        "AWS": "arn:aws:iam::${aws-mgmt-account-id}:root"
                     },
                     "Action": [
                        "sts:AssumeRole"
                     ]
                  }
               ]
            }

Step 4: Attaching IAM permissions to Kubecost

If you are using the alternative multi-cloud integration method, steps 4 and 5 are not required.

Now that the policies have been created, attach those policies to Kubecost. We support the following methods:

Attach via Service Key and Kubernetes Secret

Navigate to the AWS IAM Console, then select Access Management > Users from the left navigation. Find the Kubecost User and select Security credentials > Create access key. Follow along to receive the Access Key ID and Secret Access Key (AWS will not provide you the Secret Access Key in the future, so make sure you save this value). Then, follow the steps from either Option 1 or Option 2 below, but not both.

Option 1: Generate a secret from Helm values:

Note that this will leave your AWS keys unencrypted in your values.yaml. Set the following Helm values:

kubecostProductConfigs:
  createServiceKeySecret: true
  awsServiceKeyName: <ACCESS_KEY_ID>
  awsServiceKeyPassword: <SECRET_ACCESS_KEY>

Option 2: Manually create a secret:

This may be the preferred method if your Helm values are in version control and you want to keep your AWS secrets out of version control.

  1. Create a service-key.json:

{
    "aws_access_key_id": "<ACCESS_KEY_ID>",
    "aws_secret_access_key": "<SECRET_ACCESS_KEY>"
}

  1. Create a Kubernetes secret:

$ kubectl create secret generic <SECRET_NAME> --from-file=service-key.json --namespace <kubecost>

  1. Set the Helm value:

kubecostProductConfigs:
  serviceKeySecretName: <SECRET_NAME>
Attach via Service Key in Kubecost UI

  1. In the AWS IAM Console, select Access Management > Users. Find the Kubecost user and select Security credentials > Create access key. Note the Access Key ID and Secret Access Key.

  2. To add the Access Key ID and Secret Access Key in the Kubecost UI, select Settings from the left navigation, then scroll to Cloud Cost Settings. Select Update next to External Cloud Cost Configuration (AWS). Fill in the Service key name and Service key secret fields respectively, then select Update.

You may not be allowed to update your Billing Data Export Configuration without filling out all fields first. For explanations of your Athena/AWS-related fields, see Step 5 below.

Attach via pod annotation with eksctl

Prerequisites:

  • Amazon EKS cluster set up via eksctl

  • AWS CLI is installed on your device

Step 1: Update configuration

Download the following configuration files:

Update the following variables in the files you downloaded:

  • In cloud-integration.json, update the following values with the information in Step 2: Setting up Athena:

    "athenaBucketName": "s3://<AWS_cloud_integration_athenaBucketName>",
    "athenaRegion": "<AWS_cloud_integration_athenaRegion>",
    "athenaDatabase": "<AWS_cloud_integration_athenaDatabase>",
    "athenaTable": "<AWS_cloud_integration_athenaTable>",
    "projectID": "<AWS_account_ID>"

  • In kubecost-athena-policy.json, replace ${AthenaCURBucket} with your Athena S3 bucket name (configured in Step 2: Setting up Athena).

Step 2: Create policy

In the same location where your downloaded configuration files are, run the following command to create the appropriate policy:

aws iam create-policy --policy-name kubecost-athena-policy --policy-document file://kubecost-athena-policy.json

Step 3: Create OIDC provider for your cluster

kubectl create ns kubecost
export YOUR_CLUSTER_NAME=<ENTER_YOUR_ACTUAL_CLUSTER_NAME>
export AWS_REGION=<ENTER_YOUR_AWS_REGION>
eksctl utils associate-iam-oidc-provider \
    --cluster ${YOUR_CLUSTER_NAME} --region ${AWS_REGION} \
    --approve

Step 4: Create required IAM service accounts

Note: Remember to replace 1234567890 with your AWS account ID number.

eksctl create iamserviceaccount \
    --name kubecost-serviceaccount-cur-athena-thanos \
    --namespace kubecost \
    --cluster ${YOUR_CLUSTER_NAME} --region ${AWS_REGION} \
    --attach-policy-arn arn:aws:iam::1234567890:policy/kubecost-athena-policy \
    --override-existing-serviceaccounts \
    --approve

Step 5: Create required secret to store the configuration

kubectl create secret generic cloud-integration -n kubecost --from-file=cloud-integration.json

Step 6. Install Kubecost via Helm

helm upgrade --install kubecost --repo https://kubecost.github.io/cost-analyzer/ cost-analyzer \
--namespace kubecost \
-f https://raw.githubusercontent.com/kubecost/poc-common-configurations/main/aws-attach-roles/values-amazon-primary.yaml

Step 5: Provide CUR config values to Kubecost

These values can either be set from the Kubecost UI or via .Values.kubecostProductConfigs in the Helm chart. Values for all fields must be provided.

Option 1: Add config values via UI

To add values in the Kubecost UI, select Settings from the left navigation, then scroll to Cloud Cost Settings. Select Update next to External Cloud Cost Configuration (AWS). The Billing Data Export Configuration window opens. Fill in all the below fields:

Field
Description

Athena Region

The AWS region Athena is running in

Athena Database

The name of the database created by the Athena setup

Athena Tablename

The name of the table created by the Athena setup

Athena Result Bucket

An S3 bucket to store Athena query results that you’ve created that Kubecost has permission to access

AWS account ID

The AWS account ID where the Athena CUR is, likely your management account.

When you are done, select Update to confirm.

Option 2: Add config values via Helm

If you set any kubecostProductConfigs from the Helm chart, all changes via the front end will be overridden on pod restart.

  • athenaProjectID: The AWS AccountID where the Athena CUR is, likely your management account.

  • athenaBucketName: An S3 bucket to store Athena query results that you’ve created that Kubecost has permission to access

    • The name of the bucket should match s3://aws-athena-query-results-*, so the IAM roles defined above will automatically allow access to it

    • The bucket can have a Canned ACL of Private or other permissions as you see fit.

  • athenaRegion: The AWS region Athena is running in

  • athenaDatabase: The name of the database created by the Athena setup

    • The athena database name is available as the value (physical id) of AWSCURDatabase in the CloudFormation stack created above (in Step 2: Setting up Athena)

  • athenaTable: the name of the table created by the Athena setup

    • The table name is typically the database name with the leading athenacurcfn_ removed (but is not available as a CloudFormation stack resource). Confirm the table name by visiting the Athena dashboard.

  • athenaWorkgroup: The workgroup assigned to be used with Athena. If not specified, defaults to Primary

Make sure to use only underscore as a delimiter if needed for tables and views. Using a hyphen/dash will not work even though you might be able to create it. See the AWS docs for more info.

  • If you are using a multi-account setup, you will also need to set .Values.kubecostProductConfigs.masterPayerARN to the Amazon Resource Number (ARN) of the role in the management account, e.g. arn:aws:iam::530337586275:role/KubecostRole.

Troubleshooting

Once you've integrated with the CUR, you can visit Settings > View Full Diagnostics in the UI to determine if Kubecost has been successfully integrated with your CUR. If any problems are detected, you will see a yellow warning sign under the cloud provider permissions status header

You can check pod logs for authentication errors by running: kubectl get pods -n <namespace> kubectl logs <kubecost-pod-name> -n <namespace> -c cost-model

If you do not see any authentication errors, log in to your AWS console and visit the Athena dashboard. You should be able to find the CUR. Ensure that the database with the CUR matches the athenaTable entered in Step 5. It likely has a prefix with athenacurcfn_ :

You can also check query history to see if any queries are failing:

Common Athena errors

Incorrect bucket in IAM Policy

  • Symptom: A similar error to this will be shown on the Diagnostics page under Pricing Sources. You can search in the Athena "Recent queries" dashboard to find additional info about the error.

```
QueryAthenaPaginated: query execution error: no query results available for query <Athena Query ID>
```
And/or the following error will be found in the Kubecost `cost-model` container logs.

```
Permission denied on S3 path: s3://cur-report/cur-report/cur-report/year=2022/month=8

This query ran against the "athenacurcfn_test" database, unless qualified by the query. Please post the error message on our forum  or contact customer support  with Query Id: <Athena Query ID>
```

  • Resolution: This error is typically caused by the incorrect (Athena results) s3 bucket being specified in the CloudFormation template of Step 3 from above. To resolve the issue, ensure the bucket used for storing the AWS CUR report (Step 1) is specified in the S3ReadAccessToAwsBillingData SID of the IAM policy (default: kubecost-athena-access) attached to the user or role used by Kubecost (Default: KubecostUser / KubecostRole). See the following example.

This error can also occur when the management account cross-account permissions are incorrect, however, the solution may differ.

        {
        "Action": [
            "s3:Get*",
            "s3:List*"
        ],
        "Resource": [
            "arn:aws:s3:::<AWS CUR BUCKET>*"
        ],
        "Effect": "Allow",
        "Sid": "S3ReadAccessToAwsBillingData"
    }

outputLocation is not a valid S3 path

  • Symptom: A similar error to this will be shown on the Diagnostics page under Pricing Sources.

Connection test failed for cloud integration config: Fetch error: cloud billing data fetch error: GetCloudCost: error getting Athena columns: QueryAthenaPaginated: start query error: operation error Athena: StartQueryExecution, https response error StatusCode: 400, RequestID: a6059220-5ac8-4c24-97d2-401a2dbfd421, InvalidRequestException: outputLocation is not a valid S3 path.

  • Resolution: Please verify that the prefix s3:// was used when setting the athenaBucketName Helm value or when configuring the bucket name in the Kubecost UI.

Query not supported

  • Symptom: A similar error to this will be shown on the Diagnostics page under Pricing Sources.

QueryAthenaPaginated: start query error: operation error Athena: StartQueryExecution, https response error StatusCode: 400, RequestID: <Athena Query ID>, InvalidRequestException: Queries of this type are not supported

  • Resolution: While rare, this issue was caused by an Athena instance that failed to provision properly on AWS. The solution was to delete the Athena DB and deploy a new one. To verify this is needed, find the failed query ID in the Athena "Recent queries" dashboard and attempt to manually run the query.

HTTPS Response error

  • Symptom: A similar error to this will be shown on the Diagnostics page under Pricing Sources.

QueryAthenaPaginated: start query error: operation error Athena: StartQueryExecution, https response error StatusCode: 400, RequestID: ********************, InvalidRequestException: Unable to verify/create output bucket aws-athena-query-results-test

  • Resolution: Previously, if you ran a query without specifying a value for query result location, and the query result location setting was not overridden by a workgroup, Athena created a default location for you. Now, before you can run an Athena query in a region in which your account hasn't used Athena previously, you must specify a query result location, or use a workgroup that overrides the query result location setting. While Athena no longer creates a default query results location for you, previously created default aws-athena-query-results-MyAcctID-MyRegion locations remain valid and you can continue to use them. The bucket should be in the format of: aws-athena-query-results-MyAcctID-MyRegion It may also be required to remove and reinstall Kubecost. If doing this please remeber to backup ETL files prior or contact support for additional assistance. See also this AWS doc on specifying a query result location.

Missing Athena column

  • Symptom: A similar error to this will be shown on the Diagnostics page under Pricing Sources or in the Kubecost cost-model container logs.

QueryAthenaPaginated: query execution error: no query results available for query <Athena Query ID>

Checking the Athena logs we see a syntax error:

SYNTAX_ERROR: line 4:3: Column 'line_item_resource_id' cannot be resolved

This query ran against the "<DB Name>" database, unless qualified by the query

  • Resolution: Verify in AWS' Cost and Usage Reports dashboard that the Resource IDs are enabled as "Report content" for the CUR created in Step 1. If the Resource IDs are not enabled, you will need to re-create the report (this will require redoing Steps 1 and 2 from this doc).

Not a valid S3 path

  • Symptom: A similar error to this will be shown on the Diagnostics page under Pricing Sources or in the Kubecost cost-model container logs.

QueryAthenaPaginated: start query error: operation error Athena: StartQueryExecution, https response error StatusCode: 400, RequestID: <Athena Query ID>, InvalidRequestException: outputLocation is not a valid S3 path.

  • Resolution: Verify that s3:// was included in the bucket name when setting the .Values.kubecostProductConfigs.athenaBucketName Helm value.

Summary and pricing

AWS services used here are:

Kubecost's cost-model requires roughly 2 CPU and 10 GB of RAM per 50,000 pods monitored. The backing Prometheus database requires roughly 2 CPU and 25 GB per million metrics ingested per minute. You can pick the EC2 instances necessary to run Kubecost accordingly.

Kubecost can write its cache to disk. Roughly 32 GB per 100,000 pods monitored is sufficient. (Optional: our cache can exist in memory)

  • Cloudformation (Optional: manual IAM configuration or via Terraform is fine)

  • EKS (Optional: all K8s flavors are supported)

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