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Polygon.io Pricing 2026: Plans, Limits & AlternativesPolygon.io Pricing 2026: Plans, Limits & AlternativesPolygon.io 2026 定价:套餐、限制与替代方案Polygon.io 2026 定价:套餐、限制与替代方案

Compare Polygon.io plans, limits, market coverage, and alternatives before choosing a production data path.

在选择生产数据方案前,对比 Polygon.io 的套餐、限制、市场覆盖和替代方案。

Polygon.io Pricing 2026 (Now Massive): Plans, Limits & AlternativesPolygon.io 2026 定价(现为 Massive):套餐、限制与替代方案
TL;DR
  • Current individual stock plans: Basic $0/month, Starter $29/month, Developer $79/month and Advanced $199/month.
  • The free tier is real but limited: five API calls per minute, two years of history and end-of-day data. Fifteen-minute delayed data begins at Starter; real-time stock data begins at Advanced.
  • Do not treat $29 as an all-market price: the table on this page covers the Stocks product for individual, non-professional use. Options, indices, currencies, futures, partner datasets and business licensing are separate decisions.
  • Massive versus QVeris: Massive can be the simpler and cheaper choice for continuous, high-volume access to a stable stock-data surface. QVeris is better aligned with agents that discover and call multiple providers or tools with irregular demand. There is no universal winner.

How much does Polygon.io—now Massive—cost in 2026?

Massive's individual US stock-data plans are Basic at $0/month, Starter at $29/month, Developer at $79/month and Advanced at $199/month. Basic provides end-of-day data at five calls per minute. Starter and Developer provide unlimited API calls with 15-minute delayed data; Developer extends history to 10 years and adds trades. Advanced provides real-time data, quotes, 20+ years of history and Financials & Ratios. These prices are for individual, non-professional use; business use and other asset classes are priced separately. (Source checked July 24, 2026: Massive Stocks pricing.)

Massive fixed-plan model

Pay a recurring price for a defined stock-data entitlement.

Paid stock plans list unlimited API calls, which can be economical at sustained volume.

Data recency, history depth, event types and licensing—not call count alone—determine the required tier.

QVeris usage model

Discover and Inspect are free; successful capability calls consume credits.

The model fits irregular agent workflows and cross-provider orchestration, but cost depends on credits per call.

Credits do not expire and there is no monthly subscription, so idle months do not create a fixed software charge.

Current Polygon.io pricing under Massive and what each plan includes

Polygon.io officially became Massive.com on October 30, 2025. The brand and primary domain changed, but existing accounts, keys and APIs continued to work. Massive states that api.polygon.io and api.massive.com operate in parallel during the transition. For current purchasing decisions, use Massive's live pricing rather than archived Polygon.io screenshots. Read the official rebrand notice.

Stocks Basic — $0/month

Basic is a genuine free tier for learning the API, validating symbols, building end-of-day screens and running low-frequency research jobs. It covers all US stock tickers, two years of history, reference data, corporate actions, technical indicators and minute aggregates. The limiting factors are five API calls per minute and end-of-day freshness. It is not the right plan for intraday monitoring, live alerts or execution-adjacent workflows, but it is sufficient for many notebooks, coursework projects and nightly batch jobs.

Stocks Starter — $29/month

Starter removes the published API-call cap, expands history to five years and adds flat files, WebSockets, snapshots and second aggregates. Its data remains 15 minutes delayed. This makes Starter a practical fit for dashboards, backtests, paper-trading interfaces and prototypes that need market-hours behavior without exchange-grade real-time freshness. The plan is about access pattern and history depth, not merely 'more calls.'

Stocks Developer — $79/month

Developer keeps the 15-minute delay but expands stock history to 10 years and adds trades. It is a better match for event studies, longer-window factor research, trade-level investigations and agents that need to explain what happened around a historical event. It does not unlock real-time stock data or quotes. A common pricing mistake is to quote this tier as $99 or assume that it bundles options, crypto and forex; the current Stocks Developer price is $79 and other asset classes have their own product tabs.

Stocks Advanced — $199/month

Advanced is the listed individual plan for real-time US stock data. It provides 20+ years of history and adds quotes plus Financials & Ratios to the features in lower paid tiers. This is the relevant baseline for live quote boards, intraday market monitors, real-time alerting and agents whose answer quality depends on the latest bid, ask or trade context. Real-time access does not remove the need to review redistribution, professional-use and business licensing requirements.

Massive Basic vs Starter vs Developer vs Advanced

Choose by the most restrictive requirement in your product. A five-year backtest can fit Starter even at high request volume; a single live bid/ask feature can push the same application to Advanced. If the application is commercial, serves professional users or redistributes data, individual pricing may not apply at all.

Current Massive individual stock plans, verified July 24, 2026
Plan Price Freshness History Published API limit Notable additions
Basic $0/mo End of day 2 years 5 calls/min Reference data, corporate actions, indicators, minute aggregates
Starter $29/mo 15-minute delayed 5 years Unlimited Flat files, WebSockets, snapshot, second aggregates
Developer $79/mo 15-minute delayed 10 years Unlimited Trades
Advanced $199/mo Real time 20+ years Unlimited Quotes, Financials & Ratios

Scope: monthly list prices for the Stocks product and individual, non-professional use. Annual billing may offer a discount. Verify exchange entitlements, business use, redistribution rights and add-on datasets before procurement.

Cost formulas: compare subscriptions with QVeris credits correctly

A fixed subscription and a credit system cannot be compared from their entry prices alone. Massive cost is driven mainly by the required data entitlement. QVeris cost is driven by successful calls and credits consumed by each capability. Use the formulas below with a measured workload, not a guessed 'average call.'

Massive subscription formula

Monthly software cost equals the selected plan price plus any separately priced asset classes, partner datasets, exchange entitlements or business-license charges. For the listed individual stock plans alone, annual month-to-month totals are $0, $348, $948 and $2,388 respectively. Three-year totals are $0, $1,044, $2,844 and $7,164 before annual discounts or price changes.

QVeris credit formula

Monthly credits = calls per day × 30 × weighted-average credits per successful call. Multiply that total by the effective package price per credit. As of this review, Pro is $19 for 10,000 credits; Scale examples are $100 for 52,500 credits, $500 for 275,000 and $1,000 for 575,000. Discover and Inspect are free, but capability calls range from 1 to 100 credits depending on the task.

Illustrative QVeris execution cost at 1,000 successful calls/day
Average credits/call Credits/month Approx. monthly cost Interpretation
1 30,000 ~$57 Below Massive Developer; above Starter
5 150,000 ~$285 Above Massive Advanced before licensing/add-ons
15 450,000 ~$818 Use only when cross-provider value justifies the execution cost
30 900,000 ~$1,636 A fixed data subscription is likely cheaper for a repetitive single-source task

Estimates use the $100/52,500 effective rate (about $0.001905 per credit) for the first two rows and the $500/275,000 effective rate (about $0.001818 per credit) for larger totals. Actual purchases come in packages, unused credits do not expire, and enterprise terms may differ.

Useful break-even checks

  • At roughly $0.0019 per credit, a one-credit call reaches the $29 Starter price at about 15,225 calls/month, the $79 Developer price at about 41,475 calls/month and the $199 Advanced price at about 104,475 calls/month.
  • At five credits per call, divide those break-even call counts by five. Continuous quote polling can cross the threshold quickly; occasional research or multi-tool workflows may not.
  • A price break-even is not a feature break-even. A cheaper plan is irrelevant if it lacks real-time quotes, required history, commercial rights or the non-market capabilities your agent must call.

Which Massive plan fits common developer workloads?

Nightly stock screener or classroom project

Start with Basic when end-of-day freshness, two years of history and five requests per minute are acceptable. Batch symbols, cache reference data and schedule work outside user-facing request paths. Upgrade only after the rate limit or history window becomes a measured constraint.

Delayed dashboard, paper-trading app or five-year backtest

Starter is the natural baseline. Unlimited API calls, snapshots, WebSockets, flat files and second aggregates support richer development, while the 15-minute delay keeps it unsuitable for decisions that claim to be live. Write the delay into the interface and acceptance tests so downstream users do not mistake delayed observations for executable prices.

Historical research agent that needs trade-level evidence

Developer fits when 10 years of history and trades matter more than real-time freshness. This can support event-window analysis, earnings-reaction studies and source-backed explanations of unusual moves. Confirm that the exact endpoint and data fields required by the agent are included; a plan label is not a substitute for an endpoint-level acceptance test.

Live market monitor or real-time alert agent

Advanced is the first listed individual stock tier with real-time data and quotes. Budget $199/month before annual discounts, then verify professional status, business use, display and redistribution rights. Also test WebSocket recovery, stale-data detection, market-session handling and entitlement failures; buying real-time data does not automatically make an agent operationally safe.

Cross-provider research agent with irregular demand

A capability-routing layer such as QVeris becomes relevant when the workflow mixes market data with filings, news, document parsing, search or other tools and does not run continuously. Free discovery and inspection reduce evaluation cost, but production execution must be modeled by capability. Record the credit charge for a representative week, calculate the weighted average and compare that total with the fixed subscriptions and engineering effort it replaces.

Massive vs Alpha Vantage vs QVeris: compare the job, not the brand

These products solve overlapping but different problems. Massive is a direct market-data product with rich stock REST, WebSocket and flat-file access. Alpha Vantage is often considered for lightweight REST research, indicators and notebooks. QVeris is a capability-routing network intended for agents that discover and invoke tools across providers. A useful shortlist starts with the workflow contract: required asset classes, freshness, history, output fields, allowed use, latency, volume and failure behavior.

Workload-oriented comparison; verify current entitlements with each provider
Question Massive Alpha Vantage QVeris
Core model Per-asset data subscriptions Direct API plans Cross-provider capability calls
Best-fit pattern Sustained market-data workloads, streaming and deep history REST research, indicators and modest-volume prototypes Variable agent workflows spanning data and tools
Cost driver Entitlement tier and add-ons Plan and request allowance Successful calls × credits per capability
Evaluation approach Basic free tier and endpoint tests Free quota and endpoint tests Free Discover/Inspect plus measured call trials

If the agent calls the same stock endpoint every few seconds, Massive's unlimited paid API access can be more cost-effective than a per-call layer. If the agent runs only when a user asks a question and needs several unrelated sources, QVeris may reduce integration sprawl even when its per-call unit cost is higher. Architecture and operational effort belong in the comparison alongside the invoice.

Polygon.io to Massive migration: what developers actually need to change

The October 2025 rebrand did not force an immediate rewrite. Massive says existing keys, accounts and api.polygon.io endpoints continue to work, while api.massive.com and Massive-branded SDKs are available in parallel. That means the safest path is controlled migration rather than an emergency cutover.

1. Inventory domain and SDK dependencies

Search application code, environment variables, allowlists, dashboards, runbooks and tests for polygon.io domains and Polygon-branded package names. Record which dependencies can stay temporarily and which should move to Massive defaults during a normal upgrade.

2. Recheck plan entitlements before changing endpoints

A successful domain migration does not prove that the selected plan covers the endpoint, freshness or usage rights your product needs. Build tests for history windows, delay markers, trades, quotes, flat files and WebSocket channels. Fail closed when the returned data is stale or lacks a required entitlement.

3. Run old and new routes in parallel

Compare response schemas, timestamps, error codes and retry behavior in a staging environment. Move low-risk traffic first, monitor differences, then update production configuration. Keep a rollback path until logs show that the new domain and SDK behave as expected across market sessions.

Example: make the API base configurable

// Keep the provider base configurable during the rebrand transition.
const baseUrl = process.env.MARKET_DATA_BASE_URL
  ?? 'https://api.massive.com';

const response = await fetch(
  `${baseUrl}/v2/aggs/ticker/AAPL/prev?adjusted=true`,
  { headers: { Authorization: `Bearer ${process.env.MARKET_DATA_API_KEY}` } }
);

if (!response.ok) throw new Error(`Market data request failed: ${response.status}`);

The exact authentication pattern and endpoint should follow the current Massive documentation. The design point is to separate provider configuration from business logic so a domain or SDK change does not require rewriting the agent's reasoning layer.

Decision framework: choose the plan from requirements, not traffic alone

  • Choose Massive Basic when end-of-day data, two years of history and five calls per minute cover a personal learning, research or batch workflow.
  • Choose Starter when you need five years, unlimited REST calls, snapshots, WebSockets or files but can tolerate a 15-minute delay.
  • Choose Developer when 10 years of history and trades are required, while delayed data remains acceptable.
  • Choose Advanced when the application needs real-time stock data, quotes, 20+ years of history or included Financials & Ratios.
  • Request business pricing when the data supports a company product, professional users, redistribution, display or another use not covered by individual non-professional terms.
  • Evaluate QVeris when the agent must discover and invoke multiple providers or non-market tools, demand is intermittent, or reducing integration surface matters more than minimizing the unit cost of a repeated stock call.
  • Use a hybrid when Massive supplies a high-volume market-data backbone while QVeris routes occasional filings, news, document or specialist capabilities.

A five-step evaluation before you buy

1Define the output contract

List exact fields, symbols, exchanges, timestamps, history windows and freshness requirements. Separate 'nice to have' data from acceptance criteria.

2Confirm licensing

State who sees the output, whether data is displayed or redistributed, and whether users are professional. Do this before comparing list prices.

3Run an endpoint-level test

Test the real symbols, sessions, corporate actions and failure cases your application will encounter. Check schema completeness and stale-data behavior.

4Measure one representative week

Record request counts, WebSocket traffic, retries, cache hits and—for QVeris—credits by capability. Use the measured mix in the cost formula.

5Price operations, not only API access

Include monitoring, retries, provider-specific adapters, incident response, compliance review and migration effort. The cheapest invoice is not always the lowest total cost.

Frequently asked questions about Massive and Polygon.io pricing

How much does Massive, formerly Polygon.io, cost in 2026?
For individual US stock data, the current monthly list prices are Basic $0, Starter $29, Developer $79 and Advanced $199. Other asset classes, specialized datasets and business use are priced separately.
Does Massive have a free stock API?
Yes. Stocks Basic costs $0/month and includes five API calls per minute, two years of history, end-of-day data, reference data, corporate actions, technical indicators and minute aggregates. It is useful for learning and low-frequency research, not live market monitoring.
Which Massive plan has real-time stock data?
Stocks Advanced at $199/month is the listed individual stock plan with real-time data. It also includes quotes, 20+ years of history and Financials & Ratios. Confirm exchange and usage entitlements for your specific application.
Is Polygon.io the same as Massive?
Polygon.io changed its name to Massive.com on October 30, 2025. Existing keys, accounts and old API endpoints continued to work, and Massive introduced new domains and SDK branding in parallel. New pricing research should use Massive.com.
Are options, forex and crypto included in the $79 Developer stock plan?
Do not assume they are bundled. Massive organizes pricing by asset class; the $79 figure on this page is for Stocks Developer. Review the current Options, Indices, Currencies and Futures tabs separately and confirm the exact rights your workflow needs.
Is Massive or QVeris cheaper for an AI agent?
It depends. Massive can be cheaper for repetitive, continuous stock-data access because paid plans list unlimited API calls. QVeris can fit intermittent, cross-provider workflows because Discover and Inspect are free and there is no monthly subscription. Compare the exact entitlement and measured credits per successful call.
Does Massive individual pricing cover business use?
The individual stock plans are labeled for individual and non-professional use. If data supports a company product, professional workflow, customer display or redistribution, use Massive's business-pricing path and obtain written confirmation of the required rights.

Related guides

TL;DR
  • 当前个人股票套餐: Basic 为 $0/月、Starter 为 $29/月、Developer 为 $79/月、Advanced 为 $199/月。
  • 免费层确实存在,但限制明确: 每分钟 5 次 API 调用、2 年历史数据以及日终数据。15 分钟延迟数据从 Starter 开始,实时股票数据从 Advanced 开始。
  • 不要把 $29 理解为全市场统一价格: 本文表格针对个人、非专业用途的 Stocks 产品。期权、指数、外汇、期货、合作伙伴数据集与商业许可都需要单独判断。
  • Massive 与 QVeris: 对于持续、高频且数据范围稳定的股票数据访问,Massive 往往更简单,也可能更便宜;对于需要发现并调用多个提供商或工具、调用量不规律的 Agent,QVeris 更匹配。二者不存在通用赢家。

Polygon.io(现 Massive)在 2026 年多少钱?

Massive 面向个人的美股数据套餐分别为:Basic $0/月、Starter $29/月、Developer $79/月、Advanced $199/月。Basic 提供日终数据,每分钟 5 次调用;Starter 与 Developer 提供无限 API 调用和 15 分钟延迟数据,Developer 将历史数据扩展至 10 年并增加逐笔成交;Advanced 提供实时数据、报价、20 年以上历史数据以及财务数据与比率。以上价格面向个人、非专业用途;商业用途及其他资产类别需单独定价。 (来源核实于 2026 年 7 月 24 日: Massive 股票定价.)

Massive 固定套餐模式

按固定周期价格购买明确的股票数据权限。

付费股票套餐标明 API 调用不限量,持续高频使用时可能更经济。

所需层级主要由数据时效、历史深度、事件类型与许可决定,而不只是调用次数。

QVeris 按使用量模式

Discover 与 Inspect 免费;成功执行能力调用时消耗积分。

该模式适合不规律的 Agent 工作流和跨提供商编排,但成本取决于每次调用消耗的积分。

积分永不过期且没有月度订阅,因此闲置月份不会产生固定软件费用。

Polygon.io 更名 Massive 后的当前定价与各套餐内容

Polygon.io 于 2025 年 10 月 30 日正式更名为 Massive.com。品牌与主域名发生变化,但已有账户、密钥和 API 继续可用。Massive 表示,在迁移期间 api.polygon.io 与 api.massive.com 会并行运行。做当前采购决策时,应以 Massive 实时定价为准,而不是旧的 Polygon.io 截图。 查看官方更名公告。

Stocks Basic — $0/月

Basic 是真实可用的免费层,适合学习 API、验证代码、构建日终筛选器和运行低频研究任务。它覆盖全部美国股票代码、2 年历史数据、参考数据、公司行动、技术指标和分钟聚合。主要限制是每分钟 5 次 API 调用以及日终数据时效。它不适合盘中监控、实时提醒或接近交易执行的工作流,但足以支持许多 Notebook、课程项目和夜间批处理任务。

Stocks Starter — $29/月

Starter 取消了公开的 API 调用上限,将历史数据扩展到 5 年,并增加平面文件、WebSocket、快照和秒级聚合;但数据仍延迟 15 分钟。因此它适合仪表盘、回测、模拟交易界面以及需要呈现盘中行为、但不要求交易所级实时性的原型。这个套餐的核心价值是访问方式与历史深度,而不只是“更多调用”。

Stocks Developer — $79/月

Developer 仍为 15 分钟延迟,但股票历史数据扩展至 10 年,并增加逐笔成交。它更适合事件研究、长周期因子分析、逐笔成交调查,以及需要解释历史事件前后市场变化的 Agent。它不会开放实时股票数据或报价。常见错误是把该层写成 $99,或假设它捆绑期权、加密货币与外汇;当前 Stocks Developer 价格是 $79,其他资产类别有独立的产品页签。

Stocks Advanced — $199/月

Advanced 是当前面向个人列出的实时美股数据套餐。它提供 20 年以上历史数据,并在较低付费层功能上增加报价以及财务数据与比率。对于实时行情看板、盘中市场监控、实时提醒,以及回答质量依赖最新买价、卖价或成交背景的 Agent,这一层才是有意义的基准。获得实时访问并不意味着可以忽略再分发、专业用途与商业许可要求。

Massive Basic、Starter、Developer 与 Advanced 对比

选择套餐时,应以产品中最严格的需求为准。即使请求量很高,5 年回测也可能适合 Starter;但只要产品需要一个实时买卖报价功能,同一应用就可能必须使用 Advanced。如果应用用于商业场景、服务专业用户或再分发数据,个人定价甚至可能完全不适用。

Massive 当前个人股票套餐,核实于 2026 年 7 月 24 日
套餐 价格 数据时效 历史深度 公开 API 限制 关键新增能力
Basic $0/mo 日终 2 年 5 次/分钟 参考数据、公司行动、指标、分钟聚合
Starter $29/mo 延迟 15 分钟 5 年 不限量 平面文件、WebSocket、快照、秒级聚合
Developer $79/mo 延迟 15 分钟 10 年 不限量 逐笔成交
Advanced $199/mo 实时 20 年以上 不限量 报价、财务数据与比率

范围: 以上为 Stocks 产品面向个人、非专业用途的月付标价;年付可能提供折扣。采购前请核实交易所权限、商业用途、再分发权以及附加数据集。

成本公式:正确比较订阅制与 QVeris 积分制

固定订阅与积分制不能只看入门价格。Massive 的成本主要由所需数据权限决定;QVeris 的成本则由成功调用次数以及每项能力消耗的积分决定。应使用真实测量的工作负载代入下列公式,而不是凭空假设“平均调用”。

Massive 订阅成本公式

月度软件成本等于所选套餐价格,加上单独定价的资产类别、合作伙伴数据集、交易所权限或商业许可费用。仅计算当前列出的个人股票套餐,按月付计算的年成本分别为 $0、$348、$948 与 $2,388;三年成本分别为 $0、$1,044、$2,844 与 $7,164,未考虑年付折扣或未来调价。

QVeris 积分成本公式

月度积分 = 每日调用次数 × 30 × 每次成功调用的加权平均积分。再将总积分乘以所购套餐的有效单积分价格。截至本次核实,Pro 为 $19/10,000 积分;Scale 示例为 $100/52,500、$500/275,000、$1,000/575,000。Discover 与 Inspect 免费,但能力调用根据任务不同会消耗 1–100 积分。

QVeris 每日 1,000 次成功调用的示例成本
平均积分/次 每月积分 月度成本约 解读
1 30,000 ~$57 低于 Massive Developer,高于 Starter
5 150,000 ~$285 在未计许可与附加项前已高于 Massive Advanced
15 450,000 ~$818 只有跨提供商价值足以覆盖执行成本时才合理
30 900,000 ~$1,636 对重复、单一来源任务,固定数据订阅很可能更便宜

前两行按 $100/52,500 的有效单积分价格(约 $0.001905)估算,较大用量按 $500/275,000(约 $0.001818)估算。实际购买按套餐发生,未使用积分不会过期,企业条款也可能不同。

实用的盈亏平衡检查

  • 按每积分约 $0.0019 计算,1 积分调用达到 $29 Starter、$79 Developer、$199 Advanced 月费的调用量约为每月 15,225、41,475 与 104,475 次。
  • 如果每次调用消耗 5 积分,上述盈亏平衡调用量需要除以 5。持续行情轮询会很快超过阈值,而偶发研究或多工具工作流可能不会。
  • 价格平衡点不等于功能平衡点。如果套餐缺少实时报价、所需历史深度、商业权限或 Agent 必须调用的非市场能力,那么再便宜也没有意义。

常见开发工作负载适合哪个 Massive 套餐?

夜间股票筛选器或课堂项目

当日终数据、2 年历史和每分钟 5 次请求可以接受时,应先从 Basic 开始。可以批量处理代码、缓存参考数据,并把任务安排在非用户请求链路中。只有当速率限制或历史窗口成为实测瓶颈时再升级。

延迟行情看板、模拟交易应用或五年回测

Starter 是自然的基准。不限量 API 调用、快照、WebSocket、平面文件和秒级聚合能够支持更丰富的开发,但 15 分钟延迟意味着它仍不适合声称“实时”的决策。应在界面与验收测试中明确标注延迟,避免下游用户把延迟观察值误认为可成交价格。

需要逐笔成交证据的历史研究 Agent

当 10 年历史数据与逐笔成交比实时性更重要时,Developer 更合适。它可用于事件窗口分析、财报反应研究以及对异常波动给出有来源支持的解释。仍需确认 Agent 所需的具体端点和字段是否包含在内;套餐名称不能替代端点级验收测试。

实时市场监控或实时提醒 Agent

Advanced 是当前列出的第一个包含实时数据与报价的个人股票套餐。应先按 $199/月(未计年付折扣)做预算,再核实专业身份、商业用途、展示权和再分发权。同时还要测试 WebSocket 恢复、陈旧数据识别、交易时段处理和权限失败;购买实时数据并不会自动让 Agent 具备生产安全性。

需求不规律的跨提供商研究 Agent

当工作流把市场数据与公告、新闻、文档解析、搜索或其他工具混合使用,而且不是持续运行时,QVeris 这类能力路由层更值得考虑。免费发现与检查可以降低评估成本,但生产执行必须按具体能力建模。应记录一个代表性星期的积分消耗,计算加权平均,再与它替代的固定订阅和工程投入进行比较。

Massive、Alpha Vantage 与 QVeris:比较工作任务,而不是品牌

这些产品解决的问题有重叠,但并不相同。Massive 是直接的市场数据产品,提供丰富的股票 REST、WebSocket 与平面文件访问;Alpha Vantage 常用于轻量 REST 研究、指标和 Notebook;QVeris 是面向 Agent 的能力路由网络,用于跨提供商发现和调用工具。有效的候选清单应从工作流契约出发:所需资产类别、数据时效、历史深度、输出字段、允许用途、延迟、调用量以及失败处理。

面向工作负载的对比;请向各提供商核实当前权限
问题 Massive Alpha Vantage QVeris
核心模式 按资产类别订阅数据 直接 API 套餐 跨提供商能力调用
最匹配模式 持续市场数据工作负载、流式数据与深历史 REST 研究、指标与中低量原型 跨数据与工具的可变 Agent 工作流
成本驱动因素 权限层级与附加项 套餐与请求额度 成功调用次数 × 每项能力积分
评估方式 Basic 免费层与端点测试 免费额度与端点测试 免费 Discover/Inspect 加实测调用试验

如果 Agent 每隔几秒重复调用同一个股票端点,Massive 付费套餐的不限量 API 访问可能比按次调用层更经济。如果 Agent 只在用户提问时运行,并且需要多个不相关来源,QVeris 即使单次成本更高,也可能减少集成碎片。比较时应把架构与运维投入和账单一起计算。

从 Polygon.io 迁移到 Massive:开发者真正需要改什么

2025 年 10 月的品牌更名并没有要求立即重写。Massive 表示,已有密钥、账户与 api.polygon.io 端点继续可用,同时提供 api.massive.com 和 Massive 品牌 SDK。因此最安全的做法是受控迁移,而不是紧急切换。

1. 盘点域名与 SDK 依赖

在应用代码、环境变量、白名单、仪表盘、运行手册和测试中搜索 polygon.io 域名及 Polygon 品牌包名。记录哪些依赖可以暂时保留,哪些应在正常升级时迁移到 Massive 默认值。

2. 更换端点前重新核实套餐权限

域名迁移成功并不代表所选套餐覆盖产品所需端点、时效或使用权。应为历史窗口、延迟标记、逐笔成交、报价、平面文件和 WebSocket 频道建立测试;当返回数据陈旧或缺少必要权限时,应采用安全失败策略。

3. 并行运行旧路由与新路由

在预发布环境中比较响应结构、时间戳、错误码与重试行为。先迁移低风险流量,监控差异,再更新生产配置。在日志证明新域名与 SDK 在不同交易时段均符合预期之前,应保留回滚路径。

示例:将 API 基础地址配置化

// Keep the provider base configurable during the rebrand transition.
const baseUrl = process.env.MARKET_DATA_BASE_URL
  ?? 'https://api.massive.com';

const response = await fetch(
  `${baseUrl}/v2/aggs/ticker/AAPL/prev?adjusted=true`,
  { headers: { Authorization: `Bearer ${process.env.MARKET_DATA_API_KEY}` } }
);

if (!response.ok) throw new Error(`Market data request failed: ${response.status}`);

具体认证方式和端点应遵循 Massive 当前文档。这里的设计重点是把提供商配置与业务逻辑分离,避免域名或 SDK 变化迫使团队重写 Agent 的推理层。

决策框架:根据需求选套餐,而不是只看流量

  • 选择 Massive Basic,当 日终数据、2 年历史与每分钟 5 次调用足以覆盖个人学习、研究或批处理工作流。
  • 选择 Starter,当 你需要 5 年历史、不限量 REST 调用、快照、WebSocket 或文件,并且可以接受 15 分钟延迟。
  • 选择 Developer,当 你需要 10 年历史与逐笔成交,并且延迟数据仍可接受。
  • 选择 Advanced,当 应用需要实时股票数据、报价、20 年以上历史,或套餐内财务数据与比率。
  • 申请商业定价,当 数据用于公司产品、专业用户、再分发、展示,或其他不属于个人非专业条款的用途。
  • 评估 QVeris,当 Agent 必须发现并调用多个提供商或非市场工具、需求是间歇性的,或者减少集成面比压低重复股票调用的单位成本更重要。
  • 采用混合方案,当 Massive 负责高频市场数据主干,而 QVeris 路由偶发的公告、新闻、文档或专业能力。

购买前的五步评估

1定义输出契约

列出精确字段、代码、交易所、时间戳、历史窗口与时效要求,并把“锦上添花”的数据与验收标准分开。

2确认许可

明确谁会看到输出、数据是否展示或再分发、用户是否属于专业人士,并在比较标价之前完成确认。

3运行端点级测试

使用应用真实会遇到的代码、交易时段、公司行动与失败场景进行测试,并检查结构完整性和陈旧数据处理。

4测量一个代表性星期

记录请求量、WebSocket 流量、重试、缓存命中,以及 QVeris 中各能力的积分消耗,并将实测组合代入成本公式。

5计算运维成本,而不只算 API

把监控、重试、提供商适配、事故响应、合规审查和迁移投入都计算在内。账单最便宜并不总等于总成本最低。

Massive 与 Polygon.io 定价常见问题

Massive(原 Polygon.io)在 2026 年多少钱?
对于面向个人的美股数据,当前月付标价为 Basic $0、Starter $29、Developer $79、Advanced $199。其他资产类别、专业数据集和商业用途单独定价。
Massive 有免费的股票 API 吗?
有。Stocks Basic 为 $0/月,包含每分钟 5 次 API 调用、2 年历史、日终数据、参考数据、公司行动、技术指标与分钟聚合。它适合学习和低频研究,不适合实时市场监控。
哪个 Massive 套餐包含实时股票数据?
Stocks Advanced 为 $199/月,是当前列出的包含实时数据的个人股票套餐;它还包含报价、20 年以上历史以及财务数据与比率。请针对具体应用确认交易所与使用权限。
Polygon.io 和 Massive 是同一个服务吗?
Polygon.io 于 2025 年 10 月 30 日更名为 Massive.com。原有密钥、账户与旧 API 端点继续可用,同时 Massive 并行推出新域名与 SDK 品牌。新的定价研究应以 Massive.com 为准。
$79 的 Developer 股票套餐包含期权、外汇和加密货币吗?
不要假设它们被捆绑在内。Massive 按资产类别组织定价;本文中的 $79 指 Stocks Developer。应分别查看当前 Options、Indices、Currencies 与 Futures 页签,并确认工作流需要的具体权限。
对于 AI Agent,Massive 还是 QVeris 更便宜?
视情况而定。对于重复、持续的股票数据访问,Massive 付费套餐因公开标明 API 调用不限量而可能更便宜;对于间歇性、跨提供商工作流,QVeris 的 Discover 与 Inspect 免费且没有月度订阅,可能更匹配。应比较准确的数据权限与实测每次成功调用积分。
Massive 个人定价覆盖商业用途吗?
个人股票套餐标注为个人与非专业用途。如果数据用于公司产品、专业工作流、面向客户展示或再分发,应走 Massive 商业定价流程,并以书面方式确认所需权利。

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