specification: FinOps Framework
specificationVersion: '1.0'
schema: https://www.finops.org/framework/
provider: Lightpanda
providerId: lightpanda
created: '2026-06-20'
modified: '2026-06-20'
reconciled: false
tags:
- Headless Browser
- Browser Automation
- CDP
- WebSocket
- AI Agents
- FinOps
- Cost Management
- FOCUS
description: >-
  FinOps view of Lightpanda spend. The open-source headless browser (AGPL-3.0)
  has no licensing or usage fee; the only cost of the self-hosted CDP-over-
  WebSocket server is the underlying compute (CPU/RAM/network) you run it on -
  notably lower than Chromium given Lightpanda's ~9-16x smaller memory footprint
  and faster execution. Lightpanda Cloud adds a managed, usage-metered cost, but
  public pricing was not documented at artifact time, so cloud cost meters are
  not reconciled.
notes: >-
  Open-source self-hosting cost is infrastructure-only. Confirm Lightpanda Cloud
  billing units and rates with the provider during reconciliation.
sources:
- https://lightpanda.io
- https://github.com/lightpanda-io/browser
- https://lightpanda.io/docs/cloud-offer/tools/cdp
- https://focus.finops.org/focus-specification/v1-3/
alignedWith:
  framework: FinOps Foundation Framework
  frameworkUrl: https://www.finops.org/framework/
  dataSpec: FOCUS
  dataSpecVersion: '1.3'
  dataSpecUrl: https://focus.finops.org/focus-specification/v1-3/
publisherName: Lightpanda
serviceCategory: Web and Application Services
billingModel:
  pricingCategory: Usage-Based
  billingFrequency: Monthly
  billingCurrency: USD
  chargeCategories:
  - Usage
  - Purchase
focusColumns:
  ServiceName: Lightpanda
  ServiceCategory: Web and Application Services
  ProviderName: Lightpanda
  PublisherName: Lightpanda
  InvoiceIssuerName: Lightpanda
  BillingCurrency: USD
  ChargeCategory: Usage
  PricingCategory: Usage-Based
meters:
- name: self_hosted_compute
  description: Compute (CPU/RAM/network) for self-hosting the open-source CDP-over-WebSocket server. No Lightpanda fee; infrastructure cost only.
  unit: compute-hours
  aggregation: sum
  dimensions:
  - account
  - instance
- name: cloud_usage
  description: Lightpanda Cloud managed browser usage. Billing unit and rate not publicly documented; unreconciled.
  unit: usage
  aggregation: sum
  dimensions:
  - account
  - token
principles:
- name: Visibility
  description: Track self-hosted compute for `lightpanda serve` fleets; for Cloud, monitor token-scoped usage exports once published.
- name: Allocation
  description: Tag instances and Cloud tokens per workload/team to map browser automation cost to internal cost centers.
- name: Optimization
  description: Prefer self-hosted open-source Lightpanda over Chromium for lower memory/compute; right-size instances and pool CDP sessions; use Cloud only where managed scale is needed.
- name: Accountability
  description: Assign owners per automation workload; review compute and Cloud usage monthly against budget.
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com