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Sam.ai, Datasurfr’s agentic AI, fuses large-scale structured data with intelligence to uncover patterns, correlations, and early warning signals across geopolitical, cyber, and physical domains.
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Operational Context Melbourne has hosted recurring pro-Palestine demonstrations throughout 2024–2025, typically centred around the State Library, Swanston Street, Parliament precinct and nearby transport hubs. These events follow predictable mobilisation patterns, with turnout ranging from several hundred to several thousand, often involving coordinated marches through high-density corridors. Historically, such protests have resulted in tram diversions, congestion, […]
Operational Context Major CDN/DNS outages historically cause cascading digital impacts, particularly for organisations reliant on real-time internet connectivity, API gateways, authentication protocols and customer-facing web services. Cloudflare, Akamai and similar providers have experienced outages driven by BGP routing issues, software configuration errors, or automated mitigation system failures. These outages are typically short-lived but can induce […]
Operational Context Fire and Emergency New Zealand (FENZ) has undergone repeated industrial action since October 2025, with one-hour strike windows creating notable secondary impacts despite their brief duration. Past actions resulted in slower emergency response times, higher reliance on volunteer crews and extended delays for non-life-threatening incidents. Urban centres such as Auckland, Wellington and Christchurch […]
Operational Context Weather systems in the Philippine Sea commonly intensify the southwest monsoon, creating outsized impacts even without strong winds. Historical depressions (Nando, Amang) and monsoon-enhanced events associated with typhoons Egay and Doksuri caused province-level calamities, widespread flooding, landslides and major interruptions to ferries, airports and national roads. Provinces such as Cagayan, Ilocos, Northern Samar […]
Operational Context Coastal areas of West Sumatra face recurrent tidal flooding during monsoon periods, particularly when high astronomical tides coincide with strong onshore winds and elevated wave heights. Past hydrometeorological events between 2023–2025 have repeatedly affected Padang, Pariaman and surrounding coastal districts, causing road closures, port slowdowns and temporary displacement of residents. Drainage constraints and […]
Operational Context Thiruvananthapuram regularly experiences short-duration but high-impact traffic curbs during VIP movements, particularly around the Raj Bhavan, Secretariat, East Fort and Airport Road. Past visits by the Prime Minister, Vice President and other dignitaries show consistent patterns: advance municipal advisories, 12–48-hour restriction windows, police checkpoints and diversions on arterial roads. These measures typically compress […]
Operational Context Austria has experienced recurring social service–sector protests throughout 2024–2025, including recent warning strikes in Vienna and Lower Austria. These actions typically involve coordinated walkouts, symbolic marches in high-profile administrative districts and intermittent facility-level stoppages. Prior events show predictable disruption patterns: pressure on care facilities, patient transport delays, and congestion in central Vienna. With […]
Operational Context A severe fog event is expected to form during the early hours of 02 December, driven by typical late-autumn atmospheric conditions in the UAE including radiational cooling, light winds and residual moisture. Similar events in recent weeks have caused visibility to drop below 200 metres, triggering speed restrictions, multi-vehicle collisions and airport low-visibility […]
Operational Context Fire-weather conditions across eastern New South Wales typically arise during spring–summer when high temperatures, dry fuels and gusty winds coincide. Historical patterns show that even short-duration fire-weather episodes cause rapid ignition, fast-moving fires in bush–urban interfaces and displacement of vulnerable communities. The 01 December warning reflects this recurring seasonal risk, with cured vegetation […]
Operational Context Beginning 01 December, central and northern Indiana, including Indianapolis, Carmel, Fishers, Noblesville, Greenwood, Kokomo, Anderson, Shelbyville and Bloomington, will experience a fast-moving winter system producing snow, refreeze and cold conditions over a 24–48-hour period. Historical precedent from past November–December events in the state indicates that even moderate snowfall combined with overnight freezing frequently […]