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Productivity: guides & tutorials

Stop tab-hopping: schedule scrapes, alerts, and exports that land where you work. Apify plus integrations cuts manual copying for analysts and operators.

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Stop tab-hopping: schedule scrapes, alerts, and exports that land where you work. These guides cover cutting manual copying for analysts and operators with automation.

Small automations compound, turning hours of weekly busywork into a scheduled job. Apify plus integrations delivers data to your tools automatically. Below you will find productivity-focused scraping tutorials.

Related topics

Buffer7 min read

Buffer Free Plan: What You Get, What's Locked, and Who It's Enough For

· 7 min read
Achraf Bizyane
Software Engineer

Buffer's free plan is one of the most honest free tiers in social media scheduling. It doesn't time-limit your access, require a credit card, or disable core features after a trial period. You get real scheduling functionality — permanently — within defined limits.

The question is whether those limits fit your situation. This guide breaks down exactly what the free plan includes, what's locked behind paid tiers, and when upgrading actually makes sense.

Buffer7 min read

Buffer Review: Pricing, Features, and Who It's Best For

· 7 min read
Achraf Bizyane
Software Engineer

Buffer is one of the few social media schedulers that starts useful and stays affordable as you grow. A clean queue-based interface, a free plan that actually works for solo creators, and per-channel pricing that scales predictably — that's the core promise.

But Buffer isn't for everyone. If you need deep analytics, a social listening inbox, bulk scheduling by CSV, or enterprise-level approval workflows, you'll hit its ceiling quickly. This review covers what Buffer does well, where it falls short, and who it's genuinely best for.

Wispr Flow10 min read

Best Wispr Flow Alternatives for AI Voice Dictation

· 10 min read
Achraf Bizyane
Software Engineer

Wispr Flow is the best system-wide AI dictation tool available right now — but it isn't the right choice for every user. If you need offline processing, a lower price, a free option with no word limits, or a tool tuned for medical and legal transcription, there are strong alternatives worth considering.

This post covers the five best Wispr Flow alternatives: what each one does well, what it doesn't, who it's built for, and how it compares on price, platform support, offline capability, and AI correction.


Wispr Flow11 min read

How Developers Use Wispr Flow to Code and Communicate Faster

· 11 min read
Achraf Bizyane
Software Engineer

Wispr Flow won't write code for you. Say "write a function that fetches JSON from a URL" and it types those words literally — no code generation, no autocomplete. What it does is eliminate the friction of typing everything that surrounds your code: the comments, the commit messages, the PR descriptions, the Slack threads, the documentation, the emails.

For developers, that's a substantial portion of the workday. And dictating it is meaningfully faster than typing it.

This guide covers the practical ways developers use Wispr Flow, how to configure it for a technical workflow, and where it genuinely helps versus where you shouldn't expect it to.


Wispr Flow8 min read

Wispr Flow Free Plan: 2,000 Words a Week — Is It Enough?

· 8 min read
Achraf Bizyane
Software Engineer

The honest answer: it depends on what you actually dictate. For some users, 2,000 words per week is genuinely sufficient indefinitely. For others, it lasts a Tuesday afternoon.

This post breaks down exactly what 2,000 words translates to in real work — emails, messages, documents, code comments — so you can decide whether the free plan fits before signing up, and whether Pro is worth the upgrade once you've tried it.


Wispr Flow10 min read

Wispr Flow Review: The AI Dictation App That Works in Every App

· 10 min read
Achraf Bizyane
Software Engineer

Wispr Flow is the best AI dictation app available right now if you want a tool that works in every app on your computer — not just a browser tab or a dedicated editor. You press a hotkey, speak, and polished text appears wherever your cursor sits: Gmail, Slack, VS Code, Notion, Terminal, even the macOS menu bar search.

This review covers everything: what it actually does, how accurate it is, what the free tier gets you, when you need Pro, and where it genuinely falls short.


Wispr Flow9 min read

Wispr Flow vs Superwhisper: Which AI Dictation Tool Should You Use?

· 9 min read
Achraf Bizyane
Software Engineer

Wispr Flow and Superwhisper are the two best AI dictation tools available right now. Both transcribe speech with excellent accuracy, both work system-wide on Mac, and both use AI to clean up your output. But they make different trade-offs — and for many users, the right choice is obvious once you know where they diverge.

This comparison covers every decision-relevant dimension: platform support, pricing, offline capability, free plan, shortcut UX, AI correction quality, and custom vocabulary. Skip to the verdict table if you're in a hurry.


Self-hosting7 min read

5 Open-Source Linear Alternatives You Can Self-Host (2026)

· 7 min read
Yassine El Haddad
Software Developer & Automation Specialist

Linear charges $8 per user per month on its Standard plan — a reasonable price until your team grows or you want to keep issue data fully under your control. Five mature open-source projects cover Linear's core workflow: issues, cycles (sprints), backlogs, and roadmaps — all self-hostable on a Liquid Web Managed VPS starting at $33/month.

Self-hosting8 min read

5 Open-Source Notion Alternatives You Can Self-Host (2026)

· 8 min read
Yassine El Haddad
Software Developer & Automation Specialist

Notion Team costs $16 per user per month. For a 10-person team that's $160/month — $1,920/year — for a notes and wiki tool where your data lives on Notion Labs' servers and your search is rate-limited on the free tier. Self-hosting an open-source alternative on a 4 GB Liquid Web VPS costs around $15–$33/month regardless of headcount, your data never leaves your infrastructure, and you're not subject to per-seat pricing that compounds as the team grows.

Self-hosting15 min read

Authentik + Coolify + Outline: SSO-Protected Internal Platform on Liquid Web (2026)

· 15 min read
Yassine El Haddad
Software Developer & Automation Specialist

TL;DR

  • One docker-compose.yml deploys Authentik (SSO) + Outline (wiki) + shared PostgreSQL + Redis + Caddy; Coolify installs separately via its own script
  • Measured idle RAM: ~2 GB (Authentik + Outline stack) + ~770 MB (Coolify stack) = ~2.8 GB total across the host
  • Minimum Liquid Web tier: 8 GB Managed VPS (~$33–$40/mo); 16 GB recommended if you plan to deploy many apps via Coolify
  • Replaces: Okta (~$20/mo for 10 users) + Vercel Pro ($20/mo) + Notion Team ($160/mo for 10 users) = $200/mo down to ~$33/mo

Most engineering teams pay three separate vendors with no shared identity layer tying them together: Okta handles SSO, Vercel handles deployments, and Notion holds documentation. Each has its own login, its own access controls, and its own billing. This guide deploys the open-source equivalents — Authentik for identity, Coolify for self-hosted PaaS deployments, and Outline for team wiki — on a single Liquid Web 8 GB VPS, connected through OIDC so all three share one set of credentials.

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Frequently asked questions

Frequently Asked Questions

Automating repetitive data collection eliminates manual research tasks—price checking, lead research, competitor monitoring—freeing analysts for higher-value work. Teams using Apify scheduled actors report saving 5-20 hours per week on data gathering. The compounding effect of fresh, automated data also improves decision quality across functions.

The Actor Store provides tested starting templates for common sites. The SDK's TypeScript types catch errors at compile time. The Apify CLI deploys actors in one command. Input schema forms prevent common configuration mistakes. These tools let developers spend time on extraction logic rather than infrastructure plumbing.

Automate daily briefings by scraping industry news sources, competitor blogs, and job boards relevant to your role. Route results to a Notion database or email digest via Make.com. Schedule Apify runs for 6am so reports are ready when you start work. This 2-3 hour setup can save 30+ minutes of daily manual reading.

Apify Store actors for major sites, Make.com for workflow automation, Google Sheets for storage, and Slack for notifications—all without writing code. Non-technical users can build a competitive monitoring system in an afternoon. Start with one high-value data source, prove the value, then expand to additional sources as the workflow matures.