Internal operations
When the disconnect between systems is really a disconnect between teams.
What we automate
Making the tools you already pay for talk to each other, so the same information stops being entered twice.
The short answer
The best case. Stable, documented, versioned, and unlikely to break without notice. If both systems offer one, this is what we use and there is little to debate.
Most durable
Where a system can tell us something happened rather than being asked every few minutes, we let it. Less load, faster reaction, fewer polling gaps.
Near real time
Common with older line-of-business software. Reliable within its cadence; the honest limitation is that the data is only as fresh as the schedule.
Predictable lag
Where read access can be granted safely, this is often cleaner than scraping a UI. It needs care around permissions and around what happens when the vendor changes a schema.
Read-only, usually
The last resort, used only when there is genuinely no other route. It works, and it is the most fragile option on this list. We will say so plainly before proposing it.
Fragile by nature
Right when the logic is moderate, the volume is manageable, and you want to be able to see what is running without reading code. Faster to build and easier to hand over. The trade-off is per-run cost at volume, and awkwardness once the logic outgrows what the interface can express clearly.
Right when the logic is genuinely complex, the volume is high, or the data cannot leave a particular environment. Cheaper to run and unlimited in what it can express. The trade-off is that changing it needs a developer, so we only choose it when the platform route would hit a wall you can already see.
Whichever we pick, it runs in your accounts with credentials you control, and it is documented well enough that another developer could take it over. Nothing we build should only work while we are involved.
When the disconnect between systems is really a disconnect between teams.
Getting structured records out of the paperwork feeding those systems.
A written map of what connects to what, and where it breaks.
That answer is usually the fastest route to a first automation worth building.
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