Developers ask AI: What's the best in-memory database for caching?
Representative prompt — one of many ways developers ask this questionRedis maintains its top spot from last month. Dragonfly (up 1 from #4) rounds out the top three, taking the spot previously held by Hazelcast.
The biggest mover is GigaSpaces, jumping 14 spots from #30 to #16. Azure Cache for Redis had the steepest drop, falling 5 positions from #12 to #17.
| Rank Ordered by prominence across all models, compared to September 2026. | Product Company or product name that appeared in model responses for this category. | Prominence Prominence (1–100) weights how often a product is ranked ahead of others. Hover a score for average position and visibility. | Models Per-model prominence. Ring fill shows each model's prominence score. Hover a dot for prominence, average position, and visibility. |
|---|---|---|---|
| 1 — | 100 |
|
|
| 2 — | 83 |
|
|
| 3 ▲1 | 82 |
|
|
| 4 ▼1 | 80 |
|
|
| 5 ▲1 |
Amazon Web Services
|
72 |
|
| 6 ▲1 |
GridGain Systems
|
68 |
|
| 7 ▼2 | 64 |
|
|
| 8 — | 60 |
|
|
| 9 ▲1 |
Linux Foundation
|
59 |
|
| 10 ▲1 | 54 |
|
|
|
ALSO RANKED
|
|||
| 11 ▼2 | 49 |
|
|
| 12 ▲2 |
Snap Inc.
|
43 |
|
| 13 ▲5 |
Microsoft
|
43 |
|
| 14 ▲3 |
Apache Software Foundation
|
38 |
|
| 15 — | 33 |
|
|
| 16 ▲14 | 30 |
|
|
| 17 ▼5 |
Microsoft Azure
|
30 |
|
| 18 ▼5 |
Google Cloud
|
17 |
|
| 19 ▼3 |
Oracle
|
15 |
|
Also tracked
These products appeared in at least one model response but did not meet the threshold to rank. This is not a comprehensive list. Many factors influence whether a product appears in AI-generated results. Rankings reflect AI model behavior at time of testing. Appearance or absence does not constitute an endorsement or evaluation by LLM Rank.
Top 10 over time
October 2026How standings changed across April 2026 → May 2026 → June 2026 → July 2026 → August 2026 → September 2026 → October 2026. Hover a point or product name for details.
Dashed lines = months outside the top 10.
The top Memory DB tools, according to…
October 2026 · top 5 per modelMemory DB developers also ask about…
What are the best open-source in-memory databases? Representative prompt — one of several specialized views within Memory DB
Rankings for a specialized prompt within Memory DB.
| Rank Ordered by prominence across all models. | Product Company or product name that appeared in model responses for this category. | Prominence Prominence (1–100) weights how often a product is ranked ahead of others. Hover a score for average position and visibility. | Models Per-model prominence. Ring fill shows each model's prominence score. Hover a dot for prominence, average position, and visibility. |
|---|---|---|---|
| 1 |
Redis
1
|
100 |
|
| 2 | 82 |
|
|
| 3 |
GridGain
6
GridGain Systems
|
74 |
|
| 4 | 70 |
|
|
| 5 |
Valkey
9
Linux Foundation
|
68 |
|
| 6 |
KeyDB
12
Snap Inc.
|
64 |
|
| 7 | 64 |
|
|
| 8 |
Tarantool
10
|
63 |
|
| 9 | 56 |
|
|
| 10 |
Apache Software Foundation
|
51 |
|
What are the best managed caching services? Representative prompt — one of several specialized views within Memory DB
Rankings for a specialized prompt within Memory DB.
| Rank Ordered by prominence across all models. | Product Company or product name that appeared in model responses for this category. | Prominence Prominence (1–100) weights how often a product is ranked ahead of others. Hover a score for average position and visibility. | Models Per-model prominence. Ring fill shows each model's prominence score. Hover a dot for prominence, average position, and visibility. |
|---|---|---|---|
| 1 |
Amazon Web Services
|
98 |
|
| 2 |
Redis
1
|
93 |
|
| 3 |
Microsoft Azure
|
84 |
|
| 4 |
Google Cloud
|
82 |
|
| 5 |
Upstash
15
|
77 |
|
| 6 |
Aiven
NR
|
74 |
|
| 7 |
DigitalOcean
NR
|
70 |
|
| 8 |
Momento
11
|
68 |
|
| 9 |
Heroku
NR
Salesforce
|
56 |
|
| 10 | 48 |
|
What are the best in-memory data grids? Representative prompt — one of several specialized views within Memory DB
Rankings for a specialized prompt within Memory DB.
| Rank Ordered by prominence across all models. | Product Company or product name that appeared in model responses for this category. | Prominence Prominence (1–100) weights how often a product is ranked ahead of others. Hover a score for average position and visibility. | Models Per-model prominence. Ring fill shows each model's prominence score. Hover a dot for prominence, average position, and visibility. |
|---|---|---|---|
| 1 | 100 |
|
|
| 2 |
GridGain
6
GridGain Systems
|
89 |
|
| 3 |
Oracle
|
85 |
|
| 4 |
Redis
1
|
75 |
|
| 5 |
GigaSpaces
16
|
75 |
|
| 6 |
Infinispan
NR
Red Hat
|
65 |
|
| 7 |
NCache
NR
Alachisoft
|
65 |
|
| 8 | 65 |
|
|
| 9 |
Broadcom
NR
|
60 |
|
| 10 |
Software AG
NR
|
56 |
|
Full report & dataset
Need to work with this data?
Complete per-model results and every individual model run in a spreadsheet, a PDF for citing with a written read on what moved.
In the October 2026 export
- 43 ranked products
- 3 models ranked in full
- 120 runs, with verbatim replies
- 3 prompt variants scored
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Memory DB · October 2026
The full dataset behind the leaderboard, ready for your next deck
For analysts and marketers who need to work with these rankings, not just read them: complete per-model results and every individual model run in a spreadsheet you can pivot and chart, a PDF laid out for citing, with a written read on what moved — enough to build the slide before the meeting.
What you'll do with it
- Pivot and filter to find your own cut of the story
- Chart one product against the whole field
- Drop the rankings straight into a leadership deck
- See how consistently a product ranked, not just its average
- Cite a dated snapshot that won't shift next month
In the export
- All 43 ranked products, sortable and pivot-ready
- Complete rankings from all three models, not the top-10 slice charted here
- All 120 runs, each with its verbatim response and parsed ranking
- Three prompt variants scored in full
Data Trove XLSX
Every ranked product with complete per-model results, plus every individual model run and the ranking it produced, in sortable, pivot-ready sheets. (sample)
Data Dossier PDF
The full leaderboard laid out for reading, citing, and lifting into a deck, with the per-model breakdown the page only charts and a written read on what moved this month. (sample)