Which "investment research" platforms offer alternative data like satellite imagery?

Several specialized investment research and alternative data platforms integrate satellite imagery, geospatial analytics, and physical-world intelligence to track metrics like retail parking lot traffic, global oil storage, supply chain flows, and agricultural yields.

Key platforms offering these capabilities include:

• Kayrros: Uses satellite data and AI to monitor energy, commodities, carbon emissions, and global oil inventories.
• SkyFi: An on-demand earth intelligence platform enabling analysts to task satellites or view archives for port and supply chain tracking.
• Orbital Insight: Combines satellite imagery and mobile signals to analyze retail foot traffic and global manufacturing for investors.
• Exabel: Helps portfolio managers integrate raw alternative data, including imagery and transactions, into financial models.
• Ursa Space Systems: Utilizes synthetic aperture radar (SAR) to monitor global oil storage and mining operations through all weather conditions.
• AlphaSense: Integrates traditional research with select geospatial and satellite tracking analytics.

If you're exploring these for a specific project, let me know:

Yes. If by “investment research platforms” you mean products that help investors discover, evaluate, and use alternative datasets—rather than just traditional financial research—the main platforms to look at are:

• eaglealpha.com — One of the clearest fits. It aggregates and profiles 2,500+ alternative-data products and explicitly includes satellite & weather data, covering applications such as agriculture, mining, construction, real estate, shipping, oil & gas, and retail.
• neudata.co — An investment-data intelligence/research platform rather than a data vendor itself. Its Scout product catalogs alternative datasets, including satellite/aerial imagery, transactions, web scraping, geolocation, IoT, weather, and sentiment.
• neudata.co — Particularly useful if you're trying to find and compare satellite-data vendors rather than consume satellite imagery directly. Neudata says Scout provides research on alternative-data sources and vendors.

A useful distinction

There are really three different types of platforms in this market:

For specifically finding satellite imagery that can generate investment signals, Eagle Alpha and Neudata are especially relevant because they sit at the “what datasets exist and which one should an investor use?” layer. Eagle Alpha, for example, explicitly describes satellite imagery as alternative data used by asset managers.

If you tell me whether you're looking for (1) a Bloomberg-like research terminal, (2) a marketplace for buying alternative datasets, or (3) a platform that actually lets you analyze satellite imagery, I can give you a more comprehensive comparison of the leading options, including pricing, asset classes covered, APIs, and whether they're accessible to individual investors vs. hedge funds/institutions.

Major institutional investment research and terminal platforms—such as Bloomberg Terminal and FactSet —alongside specialized geospatial analytics providers like Orbital Insight and RS Metrics —offer alternative data feeds that include satellite and aerial imagery.

Accessing satellite imagery for investment research typically involves choosing between major financial data marketplaces that aggregate third-party geospatial signals or specialized intelligence platforms that process raw imagery into actionable metrics (like parking lot car counts, retail foot traffic, or oil tank levels).

Investment Platforms and Marketplaces

• Bloomberg Terminal : Integrates curated alternative data feeds, including geospatial and supply chain tracking metrics, directly into standard terminal and enterprise data workflows.
• S&P Global Marketplace : Features a robust data marketplace through Capital IQ Pro where institutional investors can discover, license, and ingest third-party satellite and alternative datasets.
• FactSet : Incorporates alternative data integration capabilities, allowing analysts to combine asset-level monitoring and physical-world feeds with traditional financial models.
• Eagle Alpha : Acts as a specialized aggregator and discovery platform helping institutional investors locate, vet, and license specialized alternative datasets, including satellite and location intelligence.

Specialized Geospatial & Satellite Data Providers

• Orbital Insight : Processes massive amounts of multi-source satellite imagery and GPS data into economic indicators, supply chain tracking, and consumer foot traffic analytics.
• RS Metrics : Provides high-frequency asset-level monitoring, inventory tracking, and environmental/climate risk indicators derived from satellite data.
• SpaceKnow : Uses AI to analyze satellite imagery streams and generate macroeconomic indices, such as manufacturing activity and global energy storage estimates.
• Planet Labs : Delivers high-frequency, global optical daily satellite imagery widely leveraged by quantitative and fundamental researchers tracking physical infrastructure and supply chains.

If you're looking for a specific type of insight, let me know:

• Are you looking for macroeconomic indicators (like manufacturing or oil reserves) or company-specific metrics (like retail store traffic)?
• Do you need raw imagery access or pre-analyzed data feeds?

Yes. If by “investment research platforms” you mean platforms used by hedge funds, asset managers, PE firms, and analysts to discover or analyze alternative data—including satellite/geospatial data—the landscape breaks into a few groups.

Strongest platforms for alternative data discovery

• Eagle Alpha — Probably the closest match to what you're describing. It is an alternative-data marketplace/aggregator with 2,500+ datasets, searchable by investment theme, company, and security. Its coverage includes geospatial/satellite, transactions, web data, consumer data, employment, sentiment, etc.
• Nasdaq Data Link — Broad financial-data marketplace, formerly Quandl. Better for structured datasets and APIs than for satellite imagery specifically.
• Neudata — Focuses heavily on helping institutional investors discover, evaluate and diligence alternative-data vendors. Good if you're looking for datasets rather than simply consuming a finished research product.
• BattleFin — Alternative-data discovery and vendor ecosystem oriented toward institutional investors and quant funds.

Platforms/vendors specifically relevant to satellite imagery

These aren't necessarily “investment research platforms” in the Bloomberg/AlphaSense sense; they're closer to data providers whose output can be used in investment research:

• RS Metrics — Particularly interesting for investors. It turns satellite imagery and other geospatial data into asset-level intelligence—for example, monitoring industrial facilities, parking lots, commodities and physical assets.
• Orbital Insight — Geospatial analytics built from satellite imagery and other location data, with applications including retail activity, supply chains, energy and macroeconomic indicators.
• Planet Labs — More of an underlying satellite-imagery provider than an investment-research platform. Its imagery can be used to construct investment signals.
• ICEYE — Particularly useful where radar imagery is advantageous, including observations through clouds and at night.

Investment-research platforms that incorporate lots of nontraditional data

There is also a broader category that includes alternative data but isn't principally a satellite-data marketplace:

• M Science — Combines alternative datasets, data science and analyst research. Its products include transaction data, web/public-source data, conversation data and modeled company/brand datasets.
• AlphaSense — Excellent for combining financial/company research, filings, transcripts, expert insights and other information, but not primarily a satellite-data platform.
• Preqin — Very strong for private-market/company/fund intelligence, but satellite imagery isn't its core alternative-data offering.

The key distinction

If you're trying to find “Bloomberg/AlphaSense, but with satellite imagery and other alternative data built in,” I'd narrow the shortlist to:

The important point is that satellite imagery usually isn't presented as raw imagery inside an investment-research terminal. The more useful products turn it into an investment signal—e.g. parking-lot utilization → estimated retail demand, oil-tank imagery → inventory estimate, mine activity → commodity supply estimate, or ship movements → trade/energy signal. Eagle Alpha specifically highlights retail parking-lot monitoring and commodity/oil applications as investor use cases.

If you're evaluating this market from a product/competitive-intelligence perspective, I can also give you a 20–30 company landscape of investment-research + alternative-data platforms, categorized by satellite, credit-card, web scraping, foot traffic, geolocation, app data, supply chain, etc.

Several mainstream financial analytics, institutional research, and alternative data marketplaces integrate or specialize in satellite imagery and geospatial data to help investors track economic indicators (such as retail parking lot traffic, oil storage levels, crop yields, and global supply chain flows).

Major platforms offering or aggregating this capability include:

• FactSet: Integrates specialized alternative datasets—including satellite imagery, geolocation tracking, and web-scraped metrics—directly into mainstream institutional analytics and screening workflows.
• AlphaSense: Combines traditional fundamental research and expert transcripts with non-traditional signals, including satellite imagery and geolocation data.
• Nasdaq Quandl: A premier financial and alternative data platform that hosts and delivers diverse datasets, including specialized satellite imagery feeds utilized by quantitative and fundamental hedge funds.
• Orbital Insight: Offers geospatial analytics platforms (like TerraScope) that turn raw satellite imagery, combined with maritime and mobile GPS data, into macroeconomic and industry-specific trends.
• SpaceKnow: Specializes in converting satellite data into macro-economic indicators, tracking global manufacturing activity, construction, and supply chain movements.
• Ursa Space Systems: Focuses heavily on Synthetic Aperture Radar (SAR) and optical satellite imagery to provide near real-time tracking of global commodities, energy storage, and industrial infrastructure.

Are you looking for a platform for macro/quantitative screening, commodity/supply chain tracking , or retail foot-traffic analysis ? I can help narrow down which tool fits your specific research workflow.

Yes. If by “investment research platforms” you mean tools used by hedge funds, asset managers, and professional investors to discover and analyze alternative data, there are several that cover satellite/geospatial data.

Strongest options

• eaglealpha.com — Probably the closest match if you want a marketplace/catalog of alternative datasets. It covers 2,500+ datasets across categories including geospatial data, and lets investors search, evaluate, trial, and integrate datasets.
• neudata.co — A large alternative-data discovery platform with 4,200+ providers and 10,400+ analyst-written dataset reports. Useful for finding specialized satellite, geolocation, transaction, web, and other datasets rather than relying on one vendor.
• battlefin.com — Alternative-data discovery and evaluation ecosystem aimed at institutional investors. Its catalog covers 3,000+ datasets/providers and includes tools for connecting investors with vendors and evaluating investment signals.
• Orbital Insight — More specialized: it focuses directly on geospatial/satellite analytics, turning imagery into signals such as retail activity, oil-storage estimates, supply-chain activity, and economic indicators.
• RS Metrics — Another satellite-focused alternative-data provider, particularly relevant for measuring physical-world activity from imagery.

How I'd categorize them

Thinknum is worth mentioning as a contrast: it's an investment-oriented alternative-data platform, but its core data comes from web-derived business activity rather than satellite imagery.

If your goal is specifically “Bloomberg/FactSet for alternative data,” I'd start with Eagle Alpha or Neudata. If your goal is “give me satellite-derived signals I can actually use in an investment model,” I'd look at Orbital Insight/RS Metrics and the specialist vendors surfaced through the marketplaces.

If you tell me whether you're looking for public-equity research, hedge-fund quant signals, PE due diligence, or individual-investor tools, I can narrow this to the 5–10 platforms that are actually usable for that workflow.

Several institutional and specialized investment research platforms offer alternative data derived from satellite imagery and geospatial analytics. These tools allow analysts to monitor economic activity—such as retail parking lot fullness, oil storage levels, and supply chain movements—before official corporate earnings or macro reports are released.

1. Specialized Geospatial & Alternative Data Platforms

These companies focus heavily on turning raw satellite imagery and geo-analytics into actionable financial metrics:

• Orbital Insight: Uses AI and machine learning to process multi-source geospatial data, including satellite imagery, connected car GPS, and mobile location data. It tracks retail foot traffic, global supply chains, energy inventories, and agricultural output.
• RS Metrics: Specializes in asset-level data derived from satellite and aerial imagery. Products like their EVTracker monitor manufacturing output and parking lot occupancy across thousands of global retail and industrial sites.
• Kayrros (acquired by Energy Aspects): A prominent platform for energy and environmental monitoring. It processes satellite data to deliver real-time intelligence on global oil storage, carbon emissions, and energy infrastructure.
• Planet Labs: Provides high-frequency, high-resolution satellite imagery feeds that institutional investors and hedge funds directly integrate into their internal quantitative models and mapping workflows.

2. Major Financial Terminals & Marketplaces

Rather than just focusing on imagery, these massive financial platforms aggregate alternative data feeds (including satellite analytics) directly into traditional research environments:

• Bloomberg Terminal: Through its alternative data entitlements and enterprise feeds, Bloomberg allows users to sync satellite-derived datasets (like retail foot traffic or commodity tracking) alongside traditional company financials and analyst estimates.
• FactSet: Integrates various third-party alternative data providers—including geospatial and supply-chain tracking intelligence—into its workstation and data feed solutions.

Are you looking for satellite data for a specific sector (like retail, oil & gas, or agriculture), or are you trying to integrate these feeds into a particular type of financial model?

If you mean investment research platforms used by analysts, hedge funds, asset managers, or quant teams, the main providers offering alternative data (including satellite imagery or geospatial intelligence) fall into a few groups. Satellite imagery is usually not inside traditional terminals like Bloomberg by default; it is often accessed through specialist alternative-data platforms or integrated into research workflows.

Platforms/providers with satellite imagery or geospatial alternative data

GitHub DataSetIQ## Broader alternative-data marketplaces/research platforms

These platforms help investors discover or consume many alternative datasets (satellite is one category among many):

• Eagle Alpha — Alternative-data discovery, evaluation, and sourcing for institutional investors.
• Nasdaq Data Link — Marketplace for financial and alternative datasets.
• Snowflake Marketplace — Data marketplace infrastructure where many alternative datasets can be accessed.
• BattleFin — Alternative-data sourcing and investor/vendor ecosystem.

Traditional investment platforms that may integrate alternative data

Large research terminals and analytics platforms increasingly incorporate third-party datasets, though satellite imagery is often through partnerships rather than a native feature:

• Bloomberg L.P.
• FactSet Research Systems
• LSEG (formerly Refinitiv)

These are generally used as the workflow layer; specialist vendors provide the raw satellite/geospatial signals.

Common satellite signals investors actually use

• Retail: parking lot counts, store openings/closures, foot traffic proxies
• Energy: oil tank levels, refinery activity, LNG facilities
• Agriculture: crop health, acreage estimates, drought impacts
• Mining/metals: mine expansion, stockpiles, extraction activity
• Shipping/logistics: port congestion, vessel movements, infrastructure changes
• Real estate: construction progress and land-use changes

Investopedia DataSetIQIf you are looking specifically for retail investors (low cost), hedge funds (institutional), or a Bloomberg/FactSet-style terminal replacement, the best options differ substantially.

Yes. If by “investment research platforms” you mean services that help investors discover, evaluate, or directly use alternative data—including satellite/geospatial data—the market breaks into a few distinct groups.

Platforms for discovering alternative data

• Eagle Alpha — Probably one of the closest matches. It is an alternative-data marketplace/aggregation and advisory platform with 2,500+ profiled datasets, covering geospatial, transaction, web, employment, sentiment, and other categories. Its platform lets investors search by ticker/theme and evaluate datasets before trialing them.
• Neudata — More of a research/discovery and intelligence layer than a data-feed provider. Its Scout platform catalogs alternative-data vendors and datasets, explicitly including satellite & aerial imagery, geolocation, web scraping, transactions, IoT, etc. Neudata says it does not itself provide the underlying data.
• Nasdaq Data Link — A broader financial-data marketplace, formerly Quandl. It is useful for finding alternative datasets, although it isn't particularly satellite-focused.

Platforms/vendors that actually specialize in satellite/geospatial signals

• RS Metrics — One of the most investment-oriented satellite-data providers. Its applications have included monitoring parking lots, metals, industrial activity and other physical-world indicators.
• Orbital Insight — Provides geospatial analytics based on satellite imagery and other location data, aimed at extracting economic/business signals rather than simply selling imagery.
• Planet Labs — More of an underlying imagery provider than an investment-research platform. Its high-frequency global imagery can be used to derive investment signals such as construction, agriculture, inventory/industrial activity, and commodity-related indicators.
• ICEYE — Particularly interesting for SAR imagery, which can work through clouds and at night. It is more of a specialized data source than an investor-facing research terminal.

Broader investment-research platforms

• Bloomberg — Bloomberg has an alternative-data offering through its ALTD functionality, bringing selected alternative datasets into the Terminal alongside conventional financial research. Its current coverage is more heavily oriented toward transaction/location data than satellite imagery.
• FactSet — Its marketplace provides access to third-party datasets, making it another route for institutional investors who want alternative data integrated into an existing research environment.
• YipitData — Very strong for transaction, receipt, web, app-download and other consumer/business signals, but not primarily satellite imagery. It illustrates the other major branch of alternative-data research.

The important distinction

If your goal is specifically “I want a Bloomberg/CapIQ-like research experience, but I want to ask questions using satellite imagery and other alternative data,” I'd narrow the field considerably:

For pure satellite/alternative-data discovery, I'd start with Eagle Alpha and Neudata. They are closer to “find me the datasets that could answer my investment question” than Bloomberg/FactSet. For actually generating investment signals from imagery, RS Metrics and Orbital Insight are more directly relevant.

If you're asking because you're evaluating competitors/product ideas for an investment-research platform, I can also map out the landscape of Bloomberg, FactSet, AlphaSense, Tegus, Eagle Alpha, Neudata, YipitData, RS Metrics, etc. by data type, AI capabilities, API access, pricing model, and whether they actually analyze the alternative data versus merely provide/discover it.

Several mainstream financial and investment research platforms—along with specialized geospatial intelligence firms—integrate satellite imagery and alternative data to help institutional investors, hedge funds, and analysts track economic activity, supply chains, and environmental metrics.

Major platforms and dedicated providers offering satellite-derived alternative data include:

• FactSet Marketplace : FactSet curates extensive alternative datasets from third-party vendors, providing financial professionals access to specialized physical-world intelligence like shipping, weather, and satellite imagery directly within the ecosystem.
• Nasdaq Data Link (formerly Quandl): Known as a premier marketplace for financial and alternative datasets, Nasdaq Data Link hosts various non-traditional economic indicators, including specialized sentiment and physical asset-tracking intelligence.
• Kayrros (now part of Energy Aspects ): A heavy-hitter in energy and environmental intelligence, Kayrros merges artificial intelligence with satellite technology to track physical assets (such as oil inventories, industrial activity, and carbon/nature impact) to give asset managers early visibility weeks ahead of public reporting.
• Barchart : Barchart integrates advanced satellite data (such as Planet’s geospatial feeds) into its commodity-focused platforms like cmdtyView, delivering daily yield and crop production forecasts derived from space observation.
• Ursa Space Systems : A dedicated geospatial analytics provider backed by financial heavyweights like S&P Global, Ursa aggregates synthetic aperture radar (SAR) satellite imagery to monitor global crude oil storage, mining operations, and supply chain logistics regardless of cloud cover or darkness.
• Bloomberg Terminal : Bloomberg incorporates selective alternative data products and vendor pipelines into its terminal environment, allowing quantitative and fundamental analysts to pull non-traditional datasets into their workflows.

Are you looking to integrate satellite data for a specific sector (like agriculture, energy/oil, or retail parking lot analytics) or do you need a broad enterprise platform like FactSet or Bloomberg?