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Administration ​

DataNature Platform & Operations covers how the platform is deployed, isolated, scaled, and released.

DataNature Platform & Operations · containerized · sovereign

  • Kubernetes deployment — containerised runtime running the whole stack on any cloud or on-prem.
  • Multi-tenant isolation — secure separation between environments and user groups.
  • DataNature Lake (optional) — managed S3-compatible object storage for lakehouse data.
  • DataNature DevOps (optional) — CI/CD pipelines and Infrastructure-as-Code for platform releases.
  • Scaling & HA — elastic, resilient operation with zero vendor lock-in.

Cost and Billing ​

DataNature is prepaid and consumption-based. A tenant buys credits up front; the platform meters live resource usage every minute, converts it to a cost in USD, and burns that cost from the credit balance. When the balance runs out, the workspace is paused (not deleted) — buying more credits resumes it.

Key concepts ​

TermMeaning
DNUDataNature Unit — the normalized compute blend of vCPU and RAM. The display and metering unit for compute.
CreditThe prepaid purchase unit. 1 credit ≈ 14 days of continuous workspace runtime for the purchased package.
USD ($)The billing system-of-record for all balances. Nepali gateways charge the NPR equivalent at checkout.
BurnDebiting the credit balance for metered usage. An hourly "universal burn" settles usage for every tenant holding a positive balance.
RunwayHow long the current balance will last at the recent burn rate (balance ÷ burn-per-day).
TrialA 14-day free window, no card required. Compute is metered but not charged; storage is not billed during the trial.
Shadow meteringSampling both metering backends each tick and archiving them tagged src:<backend> for reconciliation (on in production). Prometheus is the billing source; metrics-server is the fallback. Never affects bills.

What is billable ​

Usage is metered per tenant and grouped into workload categories. Compute-based tools bill on the vCPU/RAM blend; storage bills only on provisioned capacity.

CategoryWhat it coversBilling basis
queryInteractive SQL and the query editorvCPU/RAM blend
biDashboards and reportingvCPU/RAM blend
computeNotebooks and distributed processingvCPU/RAM blend
pipelineIngestion, orchestration, and transformationvCPU/RAM blend
ai_mlAI assistants and ML workloadsvCPU/RAM blend
storagePVC storage linestorage-GB only (DNU = 0)
platformShared / managed servicesvCPU/RAM blend

Infrastructure tools are never billed, and storage is not billed during the free trial.

Pricing rates ​

Compute is priced on the vCPU/RAM blend; storage is priced on provisioned capacity.

RateValue
Compute — vCPU$3.81 per vCPU per month
Compute — RAM$1.85 per RAM-GB per month
Storage$0.066 per storage-GB per month
Credit basis1 credit = 14 days of continuous runtime

Storage-category tools bill only on capacity, and there is no cloud pass-through cost.

Credit packages ​

Customers buy credits against packages. Each package reserves a baseline compute/storage footprint and has an autoscaling ceiling. Starter is the base workspace; Voir and Atlas are add-ons.

PackagePer-credit priceWhat's included
Starter$37.99 / creditData engineering, orchestration, SQL query editor, BI, notebooks, storage explorer
+ Voir+$7.99 / creditAI assistant and conversational analytics
+ Atlas+$6.99 / creditData catalog, lineage, and governance
Everything$52.97 / creditSum of the reserved package credit prices

1 credit = 14 days of continuous runtime, so a month of continuous run is roughly 2.14 credits.

Free trial ​

  • Every new workspace starts on a 14-day free trial — no payment method required.
  • Compute is metered during the trial but not charged; storage is not billed while the trial is active.
  • The workspace warns the account owner at D-7, D-3, and D-1 before the trial ends.

Lifecycle after the trial ​

When the trial ends and the tenant is not on credits, the workspace moves through these stages:

StageTriggerEffect
Active (trial)Signup14-day free trial; tools running; storage not billed.
On creditsPositive balance past the trialWorkspace stays active; usage is burned from the ledger every hour.
Trial expired (grace)Trial ended and not on creditsAll tools disabled; PVCs preserved; a 15-day grace window opens.
SuspendedGrace ended, or credits exhaustedvCluster scaled to 0; workspace paused.
Terminating → WipedSuspended past expiryWorkspace wiped; tenant status = expired.
RestoredCredit purchase or admin grantDisabled tools restored; runway resumes; workspace un-paused automatically.

Buying credits ​

Open the Credits panel on the Usage & Billing tab, choose a package, set a quantity, and pick a payment method. The panel shows the total in USD (and the equivalent DNU / days), plus one button per enabled gateway.

Payment gateways

GatewayCurrencyRegion / notes
ConnectIPSNPRNepal; merchant certificate required.
StripeUSDInternational; charges USD directly (system-of-record).

Currency conversion (NPR ⇄ USD) — USD is the priced and banked amount. For Nepali-gateway checkouts the USD total is converted to NPR at the live NRB rate at pay time. Static USD prices do not track daily FX; only checkout conversion uses the live rate.

Payment methods (card on file) — Account owners can store a card via Stripe so invoices or credit top-ups can be charged without re-entering card details. Local gateways do not store a card; each payment is a fresh redirect.

Credit ledger — balance, burn, runway ​

The credit balance is the signed sum of every ledger entry. The Credits panel shows the balance in USD, the approximate credits and days of runway remaining, and the recent burn rate.

Ledger entrySignWritten when
grant+An administrator issues a promotional credit grant.
purchase+Credits are bought via a local gateway or Stripe.
consumption−The hourly universal burn, or an invoice settlement, debits usage.
revoke−An administrator revokes an outstanding grant.

Monthly statements ​

DataNature generates a monthly statement per tenant. Under the prepaid model, usage is already burned from credits during the month, so a statement is a record of usage rather than a separate bill and typically shows a zero amount due. Statements exclude any usage already settled by the credit burn, so nothing is charged twice.

Administrator tasks ​

Platform administrators manage billing for all tenants from the admin console billing page.

  • Per-Tenant Billing table — aggregate usage per tenant (vCPU, RAM, tools, $/hr, hours, CU, cost, credits, status) with a grand total.
  • Generate Invoices — build the monthly statements for all tenants.
  • Charge All — attempt to charge outstanding balances for tenants with a card on file.
  • Credit Grant — issue a USD credit grant with a reason, view grant history (revocable), and read the full ledger.

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