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What Reddit says about Confluence

A report built from collected public threads showing how buyers evaluate sentiment, product trade-offs, recurring concerns, and switching intent. Automatically coded labels are kept separate from the reviewed public Reddit thread trail.
Collected sample · sources readyPublic threads only
Snapshot summary
one-time
Discussions
7

Collected Jan 4, 2021 – Jul 16, 2026

Coverage
3 subs

Distinct communities

Classifiable
7

Lexicon-coded stance set

Analyzed
Jul 25, 2026

Static snapshot, not a live feed

How this was measured: This report summarises 7 public Reddit threads collected across 3 subreddits through the Reddit API. Thread counts, subreddit shares, the weekly trend, and the date range are computed from those threads alone. The sentiment split is measured on the 7 most-discussed threads of them, by reading each thread's replies and weighting them by the upvotes they earned; the labels come from a fixed word list, not from human review. This is a sample of public discussion, not a complete or representative measure of it, and not a customer satisfaction score.

Editorial verdict

The collected signal at a glance

Every number below is computed from this brand's own collected threads. The labels come from a fixed word list rather than a human reading each thread, so read them as a sample of public discussion, not a verdict.

Sample verdict

7 public Reddit threads about Confluence were collected across 3 subreddits, led by r/sysadmin. The dominant question type is hands-on reports (1 of 7), and the highest-scoring thread in the sample is "Notion, we need to talk: without an offline mode, no one will take the platform seriously.". This report summarises those threads only; it is not a measure of Confluence's overall standing.

Stance mix: 14% positive · 57% neutral · 29% negative across the 7 most-discussed collected threads, labelled by reading each thread's replies against a fixed word list rather than by hand.

Primary decision lens

Where the conversation happens

Most common complaint

Critical hands-on accounts

Best fit

Of the 7 threads collected, the questions break down as hands-on reports (1), alternative shopping (1). That mix indicates which part of the decision Confluence is usually being weighed on.

Watch out

The largest negative signal is 1 threads asking for something other than Confluence, concentrated in r/sysadmin.

Evaluation lens

Where the conversation happens · What buyers are actually asking · How current the signal is · Critical hands-on accounts

Sentiment distribution

A stance breakdown with visible confidence

The coding keeps mixed and unclassifiable entries outside the 7-entry sentiment denominator.
Positive

14%

1 threads

Neutral

57%

4 threads

Negative

29%

2 threads

Threads expressing an opinion: 43%0 further collected threads were not read for sentiment

Recurring themes

What buyers evaluate — and what concerns them

Each theme is counted from this brand's own collected threads and links back to the ones it is based on.

Decision lenses

1

Where the conversation happens

Confluence discussion collected here spans 3 subreddits, led by r/sysadmin (43%), r/Notion (29%), r/webdev (29%). The most-commented thread in the sample is "So my company is switching half our Windows servers to Linux...." (581 comments in r/sysadmin).

3

Complaint themes

1

Critical hands-on accounts

1 first-hand accounts of Confluence carry explicit criticism rather than a recommendation.

1

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Review the remaining decision and diligence themes for Confluence, each tied to a public thread ID.

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Discussion pattern

How the collected conversation moves

Collected threads bucketed by their own post date, from Jan 4, 2021 to Jul 16, 2026.
Jan 3, 2021Jul 12, 2026

Community distribution

Where the conversation happened

Community shares expose where the discussion concentrates instead of hiding it behind one total.
CommunityThreadsShare

r/sysadmin

343%

r/Notion

229%

r/webdev

229%

Switching & migration signals

Where evaluation turns into action

Counted by classifying each collected thread's title. These are question types, not verified migrations: a thread asking about alternatives may end in staying put.

1

Threads asking for alternatives

0

Threads about cost or plans

1

Titles mentioning a switch

0

Titles mentioning cancelling

Source trail

Public Reddit threads to inspect

Direct links to the public Reddit posts this report is counted from, each with an original one-line summary. Usernames, post bodies, and comments are not republished.
r/NotionJan 4, 2021

Notion, we need to talk: without an offline mode, no one will take the platform seriously.

A r/Notion discussion (222 comments) that references Confluence in the course of a broader conversation.

View thread
r/webdevMay 7, 2026

I've been working with a Vibe Coder and this has been my experience

A first-hand account in r/webdev (265 comments) from someone reporting their own experience with Confluence.

View thread
r/sysadminJul 16, 2026

Recommendations for a Confluence to SharePoint migration Tool

An alternatives thread in r/sysadmin (28 comments) where Confluence is the tool being moved away from or compared against.

View thread

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Methodology & limitations

A coded sample, not an audited Reddit dataset

The queries and inclusion rules are frozen before the threads are coded, so the sample cannot be tuned toward a more attractive conclusion.
Fixed window
Jan 4, 2021 through Jul 16, 2026.
Automated coding
Threads are deduplicated, classified by the question they ask, and counted. Sentiment comes from the replies on the most-discussed threads, matched against a fixed word list and weighted by upvotes — not from human review.
Independent QA
No audit is claimed. A second-reviewer pass is added when a page proves traffic or conversion potential.
Known limits
Public, English-language, SFW threads only. Deleted, private, and inaccessible discussions are excluded.
Disclosure: This report summarises 7 public Reddit threads collected across 3 subreddits through the Reddit API. Thread counts, subreddit shares, the weekly trend, and the date range are computed from those threads alone. The sentiment split is measured on the 7 most-discussed threads of them, by reading each thread's replies and weighting them by the upvotes they earned; the labels come from a fixed word list, not from human review. This is a sample of public discussion, not a complete or representative measure of it, and not a customer satisfaction score.

Reader questions

Confluence Reddit sample FAQ

The same disclosure and evidence rules apply to every answer below.

No. It is a one-time sample of the public Reddit threads that matched the frozen queries and inclusion rules. It cannot represent every customer or every Reddit discussion.

Thread counts, subreddit shares, the weekly trend, and the date range are computed from the collected threads. The sentiment split is measured on the most-discussed subset of them by matching each thread's replies against a fixed word list and weighting them by upvotes — it is not human-reviewed, and the corpus is a sample of public discussion, not a census of it.

No. Mixed and unclassifiable threads are disclosed separately and excluded from the positive, neutral, and negative denominator.

No. This page keeps only direct public thread URLs, titles, subreddits, dates, and original short summaries. It does not store usernames, post bodies, or comments.

No. This pilot is a static snapshot. Any later refresh is manual and traffic-triggered, with a new sample ID and visible analysis date.

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