dataframes Trends and Keyword Ideas
Explore dataframes performance trends, competitive benchmarks, ad opportunities, and related keyword ideas in one place.
Tracking dataframes trends and seasonal signals
Average Monthly Searches
12,100
Competition Index
1
Competition Level
Low
Top of Page Bid Range
0.15 / 7.87
Keyword snapshot
- dataframes averages 12,100 monthly searches in the current dataset.
- Competition is Low, with an index of 1.
- Top-of-page bids range from 0.15 to 7.87.
- The latest recorded month is 2026-07 with 8,100 searches.
What the data says
- Latest signal: 8,100 searches in 2026-07.
- Peak month: 40,500 searches in 2022-11.
- Recent direction: searches are cooling over the latest 3 months.
Seasonality summary
Demand peaked in 2022-11. The lowest recorded month was 2026-07. Recent demand is below the period average.
Show all 48 monthsCollapse
2022-0833,100
2022-0933,100
2022-1033,100
2022-1140,500
2022-1233,100
2023-0133,100
2023-0233,100
2023-0333,100
2023-0427,100
2023-0533,100
2023-0627,100
2023-0727,100
2023-0827,100
2023-0927,100
2023-1033,100
2023-1133,100
2023-1222,200
2024-0127,100
2024-0227,100
2024-0327,100
2024-0427,100
2024-0527,100
2024-0627,100
2024-0722,200
2024-0822,200
2024-0922,200
2024-1027,100
2024-1122,200
2024-1218,100
2025-0118,100
2025-0218,100
2025-0322,200
2025-0418,100
2025-0518,100
2025-0618,100
2025-0714,800
2025-0814,800
2025-0914,800
2025-1018,100
2025-1114,800
2025-1212,100
2026-0112,100
2026-0212,100
2026-0314,800
2026-0412,100
2026-0512,100
2026-069,900
2026-078,100
Exploring keyword ideas related to dataframes
| Keyword idea | Avg. monthly searches | Competition | Top bid (low/high) | Trend | Markets |
|---|---|---|---|---|---|
| dataframes | 14,800 | LowIndex: 1 | 0.14 / 5.32 |        | |
| python pandas | 60,500 | LowIndex: 3 | 0.05 / 1.91 | | |
| spark sql databricks | 260 | LowIndex: 14 | 0.77 / 9.9 | | |
| spark dataframe | 1,600 | LowIndex: 2 | 0.16 / 7.18 | | |
| spark sql example | 210 | LowIndex: 3 | 5.09 / 15.16 | | |
| apache spark sql | 260 | LowIndex: 7 | 1.32 / 11.03 | | |
| pyspark sql | 1,300 | LowIndex: 3 | 0.47 / 15.12 | | |
| snowpark dataframe | 170 | LowIndex: 1 | — / — | | |
| dataframe python | 9,900 | LowIndex: 2 | 0.03 / 1.28 | | |
| practice pandas | 480 | LowIndex: 10 | 0.72 / 6.74 | |
Opportunity groups
High volume related ideas
- python pandasVol 60,500Comp LowBid 1.91
- dataframesVol 14,800Comp LowBid 5.32
- dataframe pythonVol 9,900Comp LowBid 1.28
- spark dataframeVol 1,600Comp LowBid 7.18
- pyspark sqlVol 1,300Comp LowBid 15.12
Lower competition ideas
- python pandasVol 60,500Comp LowBid 1.91
- dataframesVol 14,800Comp LowBid 5.32
- dataframe pythonVol 9,900Comp LowBid 1.28
- spark dataframeVol 1,600Comp LowBid 7.18
- pyspark sqlVol 1,300Comp LowBid 15.12
Higher bid ideas
- spark sql exampleVol 210Comp LowBid 15.16
- pyspark sqlVol 1,300Comp LowBid 15.12
- apache spark sqlVol 260Comp LowBid 11.03
- spark sql databricksVol 260Comp LowBid 9.9
- spark dataframeVol 1,600Comp LowBid 7.18
Results: 683 · Showing first 10 ideas
Frequently asked questions
- What is the monthly search volume for dataframes?
- dataframes averages 12,100 monthly searches in the current dataset.
- Is dataframes competitive?
- Competition is Low, with an index of 1.
- When does dataframes peak?
- Peak month: 40,500 searches in 2022-11.
- What are related keywords for dataframes?
- Related keywords include dataframes, python pandas, spark sql databricks, spark dataframe, spark sql example.