Looker vs Push Security
Side-by-side comparison of features, pricing, and ratings
At a glance
| Dimension | Looker | Push Security |
|---|---|---|
| What it is | Google Cloud BI platform with Gemini conversational analytics on a LookML semantic layer | Secure enterprise browser extension blocking phishing and governing AI usage |
| Pricing model | Contact sales — no published self-serve price list | Freemium, ~$5/user/month (mid-market under 500 seats) |
| Buyer | Data leaders, analytics engineers, embedded-analytics product teams | Security and identity teams |
| Deployment shape | Cloud BI instance with LookML models, embedded via iframe/SDK/API | Browser extension across Chrome/Edge/Firefox and AI browsers (Comet, Atlas, Dia); no endpoint agent |
| Flagship capability | Conversational Analytics APIs (GA) returning SQL + explanation; Dashboard Agents; verified queries (GA) | Real-time blocking of AiTM, ClickFix, device code, consent phishing, malicious extensions; shadow-AI inventory |
| Key integrations | BigQuery, Google Cloud IAM, Gemini, Agentic Data Cloud, GitHub, Cloud Storage, Slack | Okta, Google Workspace, Microsoft 365, Sentinel, Splunk, Datadog, SentinelOne, Slack, REST API |

Looker is Google Cloud's agentic BI platform, grounding conversational analytics and agents in a governed LookML semantic layer.
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Push Security is browser security for the AI era — it stops AiTM phishing, ClickFix attacks, session hijacking and shadow AI inside the
Visit WebsiteWhat real users say: Looker vs Push Security
Not marketing copy and not our opinion — a structured sweep of public discussion (reviews, forums, communities and video comments), showing what people praise and what they complain about for each tool.
Looker
72 mentions across 6 sources · 44% positive — mixed (weighted across 6 sources)
Hacker News, YouTube, Product Hunt, App Store, Stack Overflow, Lemmy
What users praise
- • LookML semantic layer gives every team one metric definition, which keeps dashboards and AI agents aligned
- • Product Hunt reviewers credit Looker for letting non-SQL marketing and research teams build custom reports
- • Genuine governance advantage: verified queries and LookML constrain Gemini agents from inventing numbers
- • Conversational Analytics APIs return underlying SQL and explanations, letting developers verify agent answers
What frustrates them
- • Community sentiment is unusually negative — HN commenters say Google has mishandled Looker and LookML
- • Mobile app is repeatedly reviewed at 1–2 stars for login failures and missing refresh/explore features
- • LookML's learning curve is steep; teams expecting Power BI-style drag-and-drop self-service are surprised
- • On AWS or Azure, Looker loses most of its integration advantage and the trade-off hardens
Researched Oct 16, 2026
Push Security
30 mentions across 3 sources · 51% positive — mixed (weighted across 3 sources)
Hacker News, YouTube, Lemmy
What users praise
- • Browser-extension delivery means no endpoint agent and no forced enterprise-browser migration
- • Cross-browser coverage including Chromebooks and AI/enterprise browsers
- • Published $5/user/month Standard pricing with self-serve trial lowers evaluation friction
- • Detections target modern browser-layer threats: AiTM, ClickFix, BitB, device-code phishing
What frustrates them
- • Essentially no independent user reviews anywhere in the scraped community data
- • Extension-based security is itself a supply-chain risk that HN commenters flag
- • Clipboard, prompt and file-upload monitoring raises privacy and data-residency objections
- • Autonomous agent deployment of blocks may conflict with change-control processes
Researched Oct 14, 2026
Feature-by-feature
Push Security and Looker sit in different layers of the stack, so 'feature overlap' is essentially zero. Push operates inside the browser: an extension detects and blocks behavioral phishing, AiTM reverse-proxy pages, cloned logins, Browser-in-the-Browser, ClickFix clipboard injection, device code phishing kits that bypass passkeys, consent phishing, and malicious OAuth integrations. It also inventories shadow AI apps, monitors prompts and clipboard use, watches AI file uploads, reviews AI OAuth and agent permissions, and detects agentic browsers like Comet, Atlas, and Dia — plus 'ghost logins' where SSO is bypassed via password fallback. Its telemetry flows to Okta, Google Workspace, Microsoft 365, Sentinel, Splunk, Datadog, and SentinelOne. Looker works in the data layer: define business logic once in LookML, then let analysts and Gemini-powered agents query that same definition. Conversational Analytics APIs (GA) support multi-turn agentic workflows and return the underlying SQL and explanation; Dashboard Agents summarize and deep-dive inside existing canvases; verified queries (golden queries) and Advanced Unused Content Cleanup are now GA in Looker 26.14, with data agents on LookML dashboards and in-database derived_analytic_model in preview. Integration surface is BigQuery, Google Cloud IAM, Gemini, Agentic Data Cloud, GitHub, and Cloud Storage. In short: Push stops attacks and governs AI at the point of human interaction; Looker answers questions and governs metric definitions at the point of data consumption.
Pricing compared
The pricing models don't map onto each other at all. Push Security is freemium with a published mid-market figure around $5/user/month for teams under 500 seats — a per-seat security control that scales with headcount and gives you a real number before a demo. Looker is contact-sales only: no published self-serve price list, which the vendor's own positioning flags as a poor fit for buyers who want transparent pricing. In practice that means a Looker evaluation runs through a Google Cloud sales cycle, with cost shaped by your edition, BigQuery consumption, and embedding/API usage — and the real hidden line item is staffing, since LookML modelers have to maintain the semantic layer long-term. The comparison that actually matters is what each replaces: Push is measured against email gateways, secure web gateways, and endpoint agents it complements rather than replaces (it is explicitly not a standalone email security gateway). Looker is measured against other BI stacks and custom analytics builds, where its value depends on how many teams you can standardize on one governed definition. A security leader can approve Push from an existing tooling budget; Looker is a platform commitment with modeling headcount attached.
Who should pick which
- Mid-market security team under 500 seatsPick: Push Security
Predictable ~$5/user/month and browser-level blocking of AiTM, ClickFix, device code, and consent phishing without an endpoint agent rollout.
- Identity team chasing SSO bypassPick: Push Security
Ghost login detection surfaces password fallback paths, and consent-phishing/malicious OAuth blocking catches grants that slip past Okta and Workspace controls.
- Security or IT lead governing shadow AIPick: Push Security
Discovers shadow AI apps, enforces AI usage policy, and monitors prompts, clipboard use, file uploads, and AI agent permissions across browsers including Comet, Atlas, and Dia.
- Enterprise data leader on BigQueryPick: Looker
LookML gives one governed definition feeding both dashboards and Gemini Conversational Analytics, with GA verified queries and SQL returned for verification.
- Product team embedding conversational analyticsPick: Looker
GA Conversational Analytics APIs plus iframe and SDK embedding paths let you ship multi-turn agentic Q&A inside your own product on governed models.
Frequently Asked Questions
Could a company buy both Push Security and Looker?
Yes, but as unrelated purchases — a security budget pays for browser phishing and AI governance, a data budget pays for BI and the semantic layer. Neither decision informs the other, and neither tool replaces or blocks the other.
Does Push Security need an endpoint agent or a browser migration?
No. It deploys as an extension across popular browsers, including AI and agentic browsers such as Comet, Atlas, and Dia. The listed constraint is environments where endpoint policy blocks browser extensions outright — that's the blocker to check first.
Is Push Security a replacement for our email security gateway?
No. Its own positioning says it is not a standalone email security gateway replacement. It covers browser-side techniques — cloned logins, BitB, ClickFix, device code and consent phishing — that email and secure web gateway controls miss.
Can we try Looker without a sales conversation?
The data shows contact-sales pricing, and 'buyers who need a published self-serve price list' are explicitly listed as a poor fit. A LookML modeling capacity check should come before any pricing talk.
Do Looker's newest agent features work in production today?
Mixed. Conversational Analytics APIs, verified queries (golden queries), and Advanced Unused Content Cleanup are GA in Looker 26.14. Data agents on LookML dashboards and in-database derived_analytic_model are still preview, so don't plan production processes around them yet.
What does Push Security monitor on the AI side?
Prompts and data input with clipboard blocking, AI file uploads, AI OAuth and agent permission review, shadow AI app discovery, and policy enforcement — all inside the browser, which is where employees actually reach LLMs.
What is the biggest hidden cost of Looker?
People. It needs LookML modelers who can maintain the semantic layer long-term; teams without modeling or data engineering capacity are called out as a poor fit. The license is only part of the total cost.
Where does Push Security send its telemetry?
Into your existing stack via Okta, Google Workspace, Microsoft 365 and Teams, Microsoft Sentinel, Splunk, Datadog, SentinelOne, Slack, and a REST API — so browser events land where your analysts already work.
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Last reviewed: September 26, 2026