Intermittent does not mean random.
These are the failures that burn months: everything “looks fine” until it doesn’t, and the fault boundary is unclear. Pulse is designed to surface the degradation windows, correlate what moved together, and narrow the problem space fast.
“It only breaks when the business is busy.”
Packet loss bursts, robotic audio, stalled APIs, offline tills—yet nothing is “down” and SNMP looks calm.
“Local works. Central is slow.”
Browsing is fine, printing is fine, but central services feel laggy. VPN dashboards are green. Links are “up”.
“Some users resolve. Others hang.”
SaaS logins fail randomly, apps blame identity, engineers flush caches and restart resolvers… and the problem keeps coming back.
“MFA is slow. Token refresh fails.”
Microsoft 365, Azure AD, Okta, AD hybrid setups: intermittent login failure is one of the hardest symptoms to get taken seriously.
“Calls are bad, but it’s never happening now.”
The PBX blames the network. The network blames the ISP. The ISP wants packet captures “during the fault”.
“Nothing is down. Everything feels slower.”
Latency creeps, routes change, and nobody notices until SLAs and patience break.
“Each vendor says it’s not them.”
Payment processors, EDI gateways, logistics APIs, banking links—every hour matters.
“We changed something… now it’s odd.”
Firewall replacement, QoS tweaks, circuit swaps, service migrations: no big outage, then a week of slow pain.
The point isn’t monitoring. It’s certainty.
Pulse helps you go from “we think” to “we know”—with evidence.