What is claimed is:1. A battery system, comprising:a first battery having one or more battery cells;a thermoelectric component (TEC) having thermoelectric materials therein to form a hot region and a cold region, the hot region being thermally connected to a region of the first battery, wherein the TEC is configured to generate a first voltage based on a temperature difference between the hot region and the cold region due to thermoelectric effect;a voltage converter coupled to the TEC to boost the first voltage produced by the TEC to produce a second voltage that is higher than the first voltage; anda second battery electrically connected to an output of the voltage converter, wherein the second voltage is utilized to charge the second battery and wherein the second battery has a smaller capacity than the first battery,wherein a controller is configured to operate air conditioning or a fan to maintain an optimized ambient temperature in which the first battery is stored in, the optimized ambient temperature determined based on minimizing an effort to cool the first battery, minimizing a degradation of the first battery, and maximizing output of the TEC.2. The battery system of claim 1, wherein a controller is configured to electrically connect the first battery to information technology (IT) equipment of a data center when a primary power source is absent or when an electrical demand of the IT equipment exceeds a threshold.3. The battery system of claim 2, wherein the controller is configured to electrically connect the second battery to the IT equipment or a portion of the IT equipment.4. The battery system of claim 1, wherein an air cooling system directs air at the cold region or a cold plate connected to the cold region of the TEC.5. The battery system of claim 1, wherein a liquid cooling system circulates a fluid through one or more channels that is thermally coupled to the cold region or a cold plate that is thermally connected to the cold region.6. The battery system of claim 1, wherein the first battery and the second battery are located in a battery room of a data center, electrically connected to IT equipment in an IT room of the data center, and a controller is configured to manage a temperature in the battery room with a fan or air conditioner.7. The battery system of claim 1, further comprising a third battery that is electrically connected to the voltage output of the voltage converter.8. The battery system of claim 7, wherein a switch alternates connection between a) the second battery and the IT equipment, and b) the third battery and the IT equipment.9. The battery system of claim 1, wherein the first battery uses the TEC, and not another cooling structure, for cooling the first battery.10. A data center, comprising:information technology (IT) equipment;a first battery having one or more battery cells to provide power to the IT equipment;a thermoelectric component (TEC) having thermoelectric materials therein to form a hot region and a cold region, the hot region being thermally connected to a region of the first battery, wherein the TEC is configured to generate a first voltage based on a temperature difference between the hot region and the cold region due to thermoelectric effect;a voltage converter coupled to the TEC to boost the first voltage produced by the TEC to produce a second voltage that is higher than the first voltage; anda second battery electrically connected to an output of the voltage converter, wherein the second voltage is utilized to charge the second battery and wherein the second battery has a smaller capacity than the first battery,wherein a controller is configured to operate air conditioning or a fan to maintain an optimized ambient temperature in which the first battery is stored in, the optimized ambient temperature determined based on minimizing an effort to cool the first battery, minimizing a degradation of the first battery, and maximizing output of the TEC.11. The data center of claim 10, wherein a controller is configured to electrically connect the first battery the IT equipment of a data center when a primary power source is absent or when an electrical demand of the IT equipment exceeds a threshold.12. The data center of claim 11, wherein the controller is configured to electrically connect the second battery to the IT equipment or a portion of the IT equipment.13. The data center of claim 10, wherein an air cooling system directs air at the cold region or a cold plate connected to the cold region of the TEC.14. The data center of claim 10, wherein a liquid cooling system circulates a fluid through one or more channels that is thermally coupled to the cold region or a cold plate that is thermally connected to the cold region.15. The data center of claim 10, wherein the first battery and the second battery are located in a battery room of a data center, electrically connected to the IT equipment that is located in an IT room of the data center, and a controller is configured to manage a temperature in the battery room with a fan or air conditioner.16. The data center of claim 10, further comprising a third battery that is electrically connected to the voltage output of the voltage converter.17. The data center of claim 16, wherein a switch alternates connection between a) the second battery and the IT equipment, and b) the third battery and the IT equipment.18. The data center of claim 10, wherein the first battery uses the TEC, and not another cooling structure, for cooling the first battery.