France Production: Vegetables: Expenses Tomatoes data was reported at 565.882 Ton th in 2017. This records a decrease from the previous number of 622.677 Ton th for 2016. France Production: Vegetables: Expenses Tomatoes data is updated yearly, averaging 568.801 Ton th from Dec 1993 (Median) to 2017, with 25 observations. The data reached an all-time high of 629.428 Ton th in 2008 and a record low of 492.000 Ton th in 1996. France Production: Vegetables: Expenses Tomatoes data remains active status in CEIC and is reported by Ministry of Agriculture, Food & Forestry. The data is categorized under Global Database’s France – Table FR.B012: Agricultural Production.

Agricultural Producer Prices (APP) are prices received by farmers for their produce at the farm gate; i.e. at the point where the commodity leaves the farm. APP do not cover the costs after the farm gate; e.g. transportation cost from the farm gate to the nearest market or first point of sale, warehousing costs, processing costs and market charges (if any) for selling the produce. FAOSTAT gives free access to food and agriculture data for over 245 countries and territories and covers all FAO regional groupings from 1961 to the most recent year available. Annual APP data are provided from 1991 to the previous year for over 160 countries and about 200 commodities, and monthly APP data are provided from January 2010 to December of the previous year for over 60 countries and about 200 commodities. APP are used, along with production data, to estimate value of production for a country, by commodity and in total, as well as Producer Price Indexes, which measure price inflation. APP also enable analysts to analyse price transmission and volatility.

France Production: Vegetables: Expenses Carrots data was reported at 282.941 Ton th in 2017. This records a decrease from the previous number of 295.438 Ton th for 2016. France Production: Vegetables: Expenses Carrots data is updated yearly, averaging 420.000 Ton th from Dec 1993 (Median) to 2017, with 25 observations. The data reached an all-time high of 502.291 Ton th in 1999 and a record low of 282.941 Ton th in 2017. France Production: Vegetables: Expenses Carrots data remains active status in CEIC and is reported by Ministry of Agriculture, Food & Forestry. The data is categorized under Global Database’s France – Table FR.B012: Agricultural Production.

Big Data Analytics In Agriculture Market size was valued at USD 1.25 Billion in 2023 and is projected to reach USD 2.16 Billion by 2031, growing at a CAGR of 7.66% during the forecast period 2024-2031.

Global Big Data Analytics In Agriculture Market Drivers

The market for Big Data Analytics in Agriculture is driven by several key factors:

Rising Demand for Food Production: With the global population increasing, there is a growing demand for food production. Big Data analytics helps in optimizing agricultural practices, improving crop yields, and ensuring food security.

Adoption of Precision Farming: Precision farming involves using technology to monitor and manage field variability in crops. Big Data analytics provides insights into soil conditions, weather patterns, and crop health, enabling farmers to make data-driven decisions that enhance productivity and reduce costs.

Global Big Data Analytics In Agriculture Market Restraints

The Big Data Analytics in Agriculture Market faces several restraints that could limit its growth and adoption. These market restraints include:

High Implementation Costs: The initial cost of setting up big data analytics infrastructure is substantial. This includes the costs of hardware, software, and skilled personnel, which can be prohibitive, especially for small and medium-sized farms.

Data Privacy and Security Concerns: Farmers and agricultural enterprises are increasingly concerned about the privacy and security of their data. Unauthorized access, data breaches, and misuse of sensitive agricultural data could deter adoption.

China Agricultural & Sideline Food: Profit to Cost Ratio data was reported at 5.390 % in 2014. This records a decrease from the previous number of 6.156 % for 2013. China Agricultural & Sideline Food: Profit to Cost Ratio data is updated yearly, averaging 5.390 % from Dec 1999 (Median) to 2014, with 15 observations. The data reached an all-time high of 7.233 % in 2010 and a record low of 0.340 % in 1999. China Agricultural & Sideline Food: Profit to Cost Ratio data remains active status in CEIC and is reported by National Bureau of Statistics. The data is categorized under China Premium Database’s Industrial Sector – Table CN.BHA: Agricultural and Sideline Food Processing.

China Government Expenditure: Year to Date: Affairs of Agriculture, Forest & Irrigation data was reported at 488.200 RMB bn in Mar 2025. This records an increase from the previous number of 297.400 RMB bn for Feb 2025. China Government Expenditure: Year to Date: Affairs of Agriculture, Forest & Irrigation data is updated monthly, averaging 574.300 RMB bn from Jan 2007 (Median) to Mar 2025, with 211 observations. The data reached an all-time high of 2,704.500 RMB bn in Dec 2024 and a record low of 8.198 RMB bn in Jan 2007. China Government Expenditure: Year to Date: Affairs of Agriculture, Forest & Irrigation data remains active status in CEIC and is reported by Ministry of Finance. The data is categorized under China Premium Database’s Government and Public Finance – Table CN.FA: Government Revenue and Expenditure: Monthly.

Japan IME: 5 to 5.49 MN: LE: Others: Social Expenses (SE) data was reported at 17,435.000 JPY in Feb 2019. This records a decrease from the previous number of 28,775.000 JPY for Jan 2019. Japan IME: 5 to 5.49 MN: LE: Others: Social Expenses (SE) data is updated monthly, averaging 20,341.000 JPY from Jan 2005 (Median) to Feb 2019, with 170 observations. The data reached an all-time high of 36,488.000 JPY in Jan 2007 and a record low of 11,125.000 JPY in Feb 2014. Japan IME: 5 to 5.49 MN: LE: Others: Social Expenses (SE) data remains active status in CEIC and is reported by Statistical Bureau. The data is categorized under Global Database’s Japan – Table JP.H036: Income and Expenditure Survey: Include Agriculture, Forestry & Fisheries: By Annual Income Level.

IAF: ME: Wk: Labour: LE: Others: Social Expenses (SE) data was reported at 13,811.000 JPY in May 2018. This records an increase from the previous number of 12,771.000 JPY for Apr 2018. IAF: ME: Wk: Labour: LE: Others: Social Expenses (SE) data is updated monthly, averaging 15,904.000 JPY from Jan 2005 (Median) to May 2018, with 161 observations. The data reached an all-time high of 28,185.000 JPY in Jan 2008 and a record low of 9,859.000 JPY in Feb 2018. IAF: ME: Wk: Labour: LE: Others: Social Expenses (SE) data remains active status in CEIC and is reported by Statistical Bureau. The data is categorized under Global Database’s Japan – Table JP.H035: Income and Expenditure Survey: Include Agriculture, Forestry & Fisheries: By Workers Households.

Japan IME: SCA: LE: Other: Account Expenses: Other: Housing data was reported at 1,495.000 JPY in May 2018. This records an increase from the previous number of 1,459.000 JPY for Apr 2018. Japan IME: SCA: LE: Other: Account Expenses: Other: Housing data is updated monthly, averaging 793.000 JPY from Jan 2005 (Median) to May 2018, with 161 observations. The data reached an all-time high of 2,574.000 JPY in Feb 2005 and a record low of 174.000 JPY in Jul 2014. Japan IME: SCA: LE: Other: Account Expenses: Other: Housing data remains active status in CEIC and is reported by Statistical Bureau. The data is categorized under Global Database’s Japan – Table JP.H041: Income and Expenditure Survey: Include Agriculture, Forestry & Fisheries: By District: Small Cities A.

China Government Expenditure: Agriculture data was reported at 317,297.000 RMB mn in 2006. This records an increase from the previous number of 245,031.000 RMB mn for 2005. China Government Expenditure: Agriculture data is updated yearly, averaging 11,049.000 RMB mn from Dec 1950 (Median) to 2006, with 57 observations. The data reached an all-time high of 317,297.000 RMB mn in 2006 and a record low of 274.000 RMB mn in 1950. China Government Expenditure: Agriculture data remains active status in CEIC and is reported by Ministry of Finance. The data is categorized under China Premium Database’s Government and Public Finance – Table CN.FA: Government Expenditure: By Other Category.

Japan IME: MC: LE: Other: Account Expenses: Other data was reported at 4,522.000 JPY in Oct 2018. This records an increase from the previous number of 4,241.000 JPY for Sep 2018. Japan IME: MC: LE: Other: Account Expenses: Other data is updated monthly, averaging 4,237.000 JPY from Jan 2005 (Median) to Oct 2018, with 166 observations. The data reached an all-time high of 5,878.000 JPY in Apr 2005 and a record low of 2,980.000 JPY in Jan 2016. Japan IME: MC: LE: Other: Account Expenses: Other data remains active status in CEIC and is reported by Statistical Bureau. The data is categorized under Global Database’s Japan – Table JP.H038: Income and Expenditure Survey: Include Agriculture, Forestry & Fisheries: By District: Major Cities.

Japan IME: MC: LE: CR: Service: Travel Expenses: Domestic data was reported at 2,739.000 JPY in May 2018. This records a decrease from the previous number of 2,946.000 JPY for Apr 2018. Japan IME: MC: LE: CR: Service: Travel Expenses: Domestic data is updated monthly, averaging 3,194.000 JPY from Jan 2005 (Median) to May 2018, with 161 observations. The data reached an all-time high of 6,471.000 JPY in Jul 2006 and a record low of 1,975.000 JPY in Jan 2013. Japan IME: MC: LE: CR: Service: Travel Expenses: Domestic data remains active status in CEIC and is reported by Statistical Bureau. The data is categorized under Global Database’s Japan – Table JP.H039: Income and Expenditure Survey: Include Agriculture, Forestry & Fisheries: By District: Major Cities.

Japan IME: MeC: LE: Other: Account Expenses data was reported at 9,073.000 JPY in May 2018. This records a decrease from the previous number of 12,009.000 JPY for Apr 2018. Japan IME: MeC: LE: Other: Account Expenses data is updated monthly, averaging 12,900.000 JPY from Jan 2005 (Median) to May 2018, with 161 observations. The data reached an all-time high of 28,874.000 JPY in Jan 2008 and a record low of 7,229.000 JPY in Sep 2016. Japan IME: MeC: LE: Other: Account Expenses data remains active status in CEIC and is reported by Statistical Bureau. The data is categorized under Global Database’s Japan – Table JP.H040: Income and Expenditure Survey: Include Agriculture, Forestry & Fisheries: By District: Medium Cities.

Japan IME: Hoku: LE: CR: Service: Travel Expenses: Foreign data was reported at 946.000 JPY in May 2018. This records an increase from the previous number of 797.000 JPY for Apr 2018. Japan IME: Hoku: LE: CR: Service: Travel Expenses: Foreign data is updated monthly, averaging 334.000 JPY from Jan 2005 (Median) to May 2018, with 161 observations. The data reached an all-time high of 10,203.000 JPY in Apr 2016 and a record low of 0.000 JPY in Nov 2017. Japan IME: Hoku: LE: CR: Service: Travel Expenses: Foreign data remains active status in CEIC and is reported by Statistical Bureau. The data is categorized under Global Database’s Japan – Table JP.H046: Income and Expenditure Survey: Include Agriculture, Forestry & Fisheries: By District: Hokuriku.

Japan IME: 4 to 4.49 MN: LE: Others: SE: Other Social Expenses data was reported at 2,688.000 JPY in May 2018. This records a decrease from the previous number of 3,735.000 JPY for Apr 2018. Japan IME: 4 to 4.49 MN: LE: Others: SE: Other Social Expenses data is updated monthly, averaging 1,994.000 JPY from Jan 2005 (Median) to May 2018, with 161 observations. The data reached an all-time high of 4,035.000 JPY in Jun 2007 and a record low of 1,090.000 JPY in Nov 2014. Japan IME: 4 to 4.49 MN: LE: Others: SE: Other Social Expenses data remains active status in CEIC and is reported by Statistical Bureau. The data is categorized under Global Database’s Japan – Table JP.H037: Income and Expenditure Survey: Include Agriculture, Forestry & Fisheries: By Annual Income Level.

Japan IME: 6.5 to 6.99 MN: LE: Others: SE: Other Social Expenses data was reported at 4,498.000 JPY in May 2018. This records a decrease from the previous number of 5,437.000 JPY for Apr 2018. Japan IME: 6.5 to 6.99 MN: LE: Others: SE: Other Social Expenses data is updated monthly, averaging 3,983.000 JPY from Jan 2005 (Median) to May 2018, with 161 observations. The data reached an all-time high of 5,719.000 JPY in Apr 2007 and a record low of 2,299.000 JPY in Aug 2017. Japan IME: 6.5 to 6.99 MN: LE: Others: SE: Other Social Expenses data remains active status in CEIC and is reported by Statistical Bureau. The data is categorized under Global Database’s Japan – Table JP.H037: Income and Expenditure Survey: Include Agriculture, Forestry & Fisheries: By Annual Income Level.

Japan IME: MC: LE: Other: Account Expenses: Other: Other data was reported at 1,189.000 JPY in May 2018. This records a decrease from the previous number of 1,436.000 JPY for Apr 2018. Japan IME: MC: LE: Other: Account Expenses: Other: Other data is updated monthly, averaging 748.000 JPY from Jan 2005 (Median) to May 2018, with 161 observations. The data reached an all-time high of 1,574.000 JPY in Apr 2010 and a record low of 502.000 JPY in Aug 2017. Japan IME: MC: LE: Other: Account Expenses: Other: Other data remains active status in CEIC and is reported by Statistical Bureau. The data is categorized under Global Database’s Japan – Table JP.H039: Income and Expenditure Survey: Include Agriculture, Forestry & Fisheries: By District: Major Cities.

Japan IME: 9 to 9.9 MN: LE: Others: Social Expenses (SE) data was reported at 20,458.000 JPY in May 2018. This records a decrease from the previous number of 23,861.000 JPY for Apr 2018. Japan IME: 9 to 9.9 MN: LE: Others: Social Expenses (SE) data is updated monthly, averaging 26,444.000 JPY from Jan 2005 (Median) to May 2018, with 161 observations. The data reached an all-time high of 48,655.000 JPY in Jan 2005 and a record low of 14,914.000 JPY in Oct 2017. Japan IME: 9 to 9.9 MN: LE: Others: Social Expenses (SE) data remains active status in CEIC and is reported by Statistical Bureau. The data is categorized under Global Database’s Japan – Table JP.H037: Income and Expenditure Survey: Include Agriculture, Forestry & Fisheries: By Annual Income Level.

China Government Expenditure: Agriculture: Production and Operation data was reported at 1,039,300.000 RMB mn in 2011. This records an increase from the previous number of 216,135.000 RMB mn for 2006. China Government Expenditure: Agriculture: Production and Operation data is updated yearly, averaging 7,531.500 RMB mn from Dec 1950 (Median) to 2011, with 58 observations. The data reached an all-time high of 1,039,300.000 RMB mn in 2011 and a record low of 199.000 RMB mn in 1950. China Government Expenditure: Agriculture: Production and Operation data remains active status in CEIC and is reported by Ministry of Finance. The data is categorized under China Premium Database’s Government and Public Finance – Table CN.FA: Government Expenditure: By Other Category.

Iran IR: GDP: Real: Gross Value Added at Factor Cost: Agriculture data was reported at 459,836,199.000 IRR mn in 2018. This records an increase from the previous number of 441,972,000.000 IRR mn for 2017. Iran IR: GDP: Real: Gross Value Added at Factor Cost: Agriculture data is updated yearly, averaging 164,896,259.268 IRR mn from Mar 1961 (Median) to 2018, with 58 observations. The data reached an all-time high of 459,836,199.000 IRR mn in 2018 and a record low of 47,417,759.551 IRR mn in 1961. Iran IR: GDP: Real: Gross Value Added at Factor Cost: Agriculture data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Iran – Table IR.World Bank: Gross Domestic Product: Real. Agriculture corresponds to ISIC divisions 1-5 and includes forestry, hunting, and fishing, as well as cultivation of crops and livestock production. Value added is the net output of a sector after adding up all outputs and subtracting intermediate inputs. It is calculated without making deductions for depreciation of fabricated assets or depletion and degradation of natural resources. The origin of value added is determined by the International Standard Industrial Classification (ISIC), revision 3 or 4. Data are in constant local currency.; ; World Bank national accounts data, and OECD National Accounts data files.; ; Note: Data for OECD countries are based on ISIC, revision 4.