Qubole

Name: Qubole — Agent-Ready Pricing Assessment
Brand: Qubole

Not Agent-Ready Yet

Agent-Ready SaaS Index · qubole.com · scored 2026-05-09 · rubric v2.0

Score 44 / 100

Business Intelligence

Self-serve checkout

Public API

Qubole scores 44/100 on xpay's Agent-Ready Index v2: partial pricing visibility; usage-based / per-token pricing is published; a free entry path exists.

See Qubole pricing summary Live pricing page

Pricing

Qubole pricing

As of 2026-05-09 · www.qubole.com/qubole-pricing/

Pay-as-you-go API

Sign up, get an API key, pay per call

Some plans are self-serve, others route to sales — agents can transact on the lower tiers.

Signup: email

Instant use

Free tier

Per-model pricing

2 SKUs priced per hour

Model / SKU	Input	Output
Enterprise Edition Requires annual contract; excludes user fees.	$0.168 / hour	—
On‑Demand Excludes user fees of $108 per user per month.	$0.24 / hour	—

Score breakdown · rubric v2.0

How Qubole scores on the agent-ready dimensions

Public pricing visibility

15 / 15

Self-serve checkout

0 / 15

Public API + docs

0 / 20

Usage-based / metered pricing

20 / 20

Free entry path

7 / 7

No sales call required

2 / 7

Card / wallet / x402 payment

0 / 6

Machine-readable bonus (MCP / OpenAPI)

0 / 10

Total

44 / 100

Effective pricing

What it actually costs at typical scale

1 user, 10 QCU‑hours per month (On‑Demand)

$110.4/mo

· User fee $108 per month· 10 QCU‑hours at $0.24 per hour

Confidence: high

Agent purchase verdict

Can an autonomous agent transact here?

Human-assisted

LLM score: 45/100

Can create account

Yes

Can enter payment method

Can upgrade plan

Can buy more usage

Can cancel online

Payment methods

Unknown

Human approval recommended

Yes

Pricing transparency

full

Purchase motion

sales_led

Demo required

Unknown

Quote required

Yes

Annual commit required

Yes

Auto-renewal mentioned

Cancellation policy visible

Refund policy visible

Invoice payment available

Unknown

Purchase orders supported

Unknown

MSA required

Unknown

DPA available

Unknown

Security review required

Unknown

Trial

30 days

Competitive intel

Positioning & ecosystem

Buyer persona

enterprise

developer

Integrations mentioned

AWS

Google Cloud

Agent purchase simulation

Six-step check: can an agent actually buy from Qubole?

✓

Discover price

✓

Select a plan

✗

Pay per task

✓

Avoid a sales call

✗

API docs without auth

✗

Estimate cost upfront

Analysis

Pros and cons for AI agents

Observational summary written by xpay from the signals captured on 2026-05-06. Not a review of the product — only of its current pricing posture for agent buyers.

✓ For an AI agent

Pricing is publicly visible on an indexable page — agents can read tiers without scraping past auth.

Every advertised tier is self-serve; no tier requires scheduling a call.

◐ Opportunities for the provider

No per-unit price was advertised, so an agent has no way to estimate the cost of a single task.

API documentation is gated or absent; an agent cannot inspect the integration surface without authentication.

PPU requires account creation and an issued API key; a fully unauthenticated agent purchase is not yet supported.

No /.well-known/ai-pricing.json or equivalent machine-readable pricing manifest is published — agents must rely on HTML scraping.

One-line fix

How Qubole could lift its score

Add a per-unit price (e.g. $X / 1K calls) to the pricing page so an agent can compute its own cost before committing.

pricing_visible	true
headline_phrasing	Pricing — ©2024 Qubole, Inc. All rights reserved.
tier_count	1
lowest_paid_entry_usd	108
free_tier	false
free_tier_terms	null
per_unit_price	null
annual_required	false
self_serve_paid_tiers	1
sales_only_tiers	0
public_api_docs_url	https://www.qubole.com/developers
api_docs_auth_walled	false
ai_pricing_json_present	false
agents_txt_present	false
anonymous_purchase_path	false
per_unit_classification	null
usage_headline_present	false
custom_tier_present	true
agent_friendly	{"ai_pricing_json":false,"agents_txt":false,"llms_txt":false,"sitemap_xml":true,"mcp_server_card":false,"agent_skills_index":false,"x402_supported":false}

View raw extracted page text →

Page heading: Pricing

CTAs (40): Platform · AD HOC ANALYTICSIncrease productivity, achieve faster time to value. · STREAMING ANALYTICS Make decisions and take action - all in real-time. · MACHINE LEARNING MODELS Build & deploy ML models at enterprise scale. · DATA ENGINEERING TOOLS Tools to build massively scalable data pipelines. · PLATFORM RUNTIME SERVICES Intelligent spot management from day one. · CLOUD-NATIVE ARCHITECTURE Leverage your preferred cloud: AWS & GCP. · START FREE TRIAL · Solutions · DATA ANALYSTSBuild streaming data pipelines to gain real-time insights. · DATA ENGINEERS & ARCHITECTSIntelligently automate your big data operations. · DATA SCIENTISTSTurn notebooks into products with our API.

Price tokens (1): $108/user per monthWorkloa

Platform PlatformAD HOC ANALYTICSIncrease productivity, achieve faster time to value.STREAMING ANALYTICS Make decisions and take action - all in real-time.MACHINE LEARNING MODELS Build & deploy ML models at enterprise scale.DATA ENGINEERING TOOLS Tools to build massively scalable data pipelines.PLATFORM RUNTIME SERVICES Intelligent spot management from day one.CLOUD-NATIVE ARCHITECTURE Leverage your preferred cloud: AWS & GCP.UNLOCK QUBOLE FOR FREEUse your own data sets.Benchmark active workloads.Invite 5 of your team members.Supports: AWS & Google Cloud.START FREE TRIAL Solutions SolutionsDATA ANALYSTSBuild streaming data pipelines to gain real-time insights.DATA ENGINEERS & ARCHITECTSIntelligently automate your big data operations.DATA SCIENTISTSTurn notebooks into products with our API.CXO & BUSINESS EXECUTIVESLower your costs & increase productivity.GOVERNANCE & SECURITYBuilt-in data security and governance.DATA PROCESSINGBest-of-breed data processing engines.UNLOCK QUBOLE FOR FREEUse your own data sets.Benchmark active workloads.Invite 5 of your team members.Supports: AWS & Google Cloud.START FREE TRIAL Pricing PricingFREE TRIAL Free access to Qubole for 30 days.ENTERPRISE EDITIONOnly pay for what you use with our monthly package.ON-DEMANDAn annual package for end-to-end data lake services.UNLOCK QUBOLE FOR FREEUse your own data sets.Benchmark active workloads.Invite 5 of your team members.Supports: AWS & Google Cloud.START FREE TRIAL Services & Support Services & Suppor…

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Agent-Ready Spec

Qubole

Not Agent-Ready Yet

44

/ 100 (rubric v2.0)

Discovery files and protocols

Side-channel signals — informational, not part of the score. Each protocol is independent; adoption signals the publisher is thinking about agent buyers.

ai-pricing.json

agents.txt

llms.txt

sitemap.xml

MCP Server Card

Agent Skills

x402 / MPP